{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "78a48575-aeae-43c5-ba83-2f0c5593b386",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline \n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ae308940-922c-4d03-9473-cd1a3750251a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import time, gc, random, datetime\n",
    "import os, random, re, time, sys\n",
    "\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.max_rows', 500)\n",
    "plt.rcParams['figure.max_open_warning']=0\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "11ce9093-376b-4472-ae22-05904d2dfc82",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_trade = pd.read_csv(r'./data/(sample)sam_tianchi_mum_baby_trade_history.csv')\n",
    "\n",
    "df_baby = pd.read_csv(r'./data/(sample)sam_tianchi_mum_baby.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "52310e96-0c5a-4079-92f8-72ba68fc6ebd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "   user_id  birthday  gender\n",
       "0     2757  20130311       1\n",
       "1   415971  20121111       0"
      ]
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       "      <th>auction_id</th>\n",
       "      <th>cat_id</th>\n",
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       "      <td>21458:86755362;13023209:3593274;10984217:21985...</td>\n",
       "      <td>2</td>\n",
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       "      <th>1</th>\n",
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      ],
      "text/plain": [
       "     user_id   auction_id    cat_id      cat1  \\\n",
       "0  786295544  41098319944  50014866  50022520   \n",
       "1  532110457  17916191097  50011993        28   \n",
       "\n",
       "                                            property  buy_mount       day  \n",
       "0  21458:86755362;13023209:3593274;10984217:21985...          2  20140919  \n",
       "1  21458:11399317;1628862:3251296;21475:137325;16...          1  20131011  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "((953, 3), (29971, 7))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display(df_baby.head(2))\n",
    "display(df_trade.head(2))\n",
    "\n",
    "df_baby.shape, df_trade.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9ca1146e-cd60-421b-bf50-f85a85ef4437",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_date(df, column):\n",
    "    df[column + '_date'] = df[column].apply(lambda x: int(str(x).replace('-','')[:8]))\n",
    "    df[column] = pd.to_datetime(df[column].astype('str'))\n",
    "    df[column + '_y'] = df[column].dt.year #年\n",
    "    df[column + '_q'] = df[column].dt.quarter #季\n",
    "    df[column + '_m'] = df[column].dt.month #月\n",
    "    df[column + '_d'] = df[column].dt.day #月\n",
    "    df[column + '_w'] = df[column].dt.weekday #星期\n",
    "    return df\n",
    "\n",
    "df_baby = convert_date(df_baby, 'birthday')\n",
    "df_trade = convert_date(df_trade, 'day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48f4a981-c8a6-4bc6-9048-0061a79265bd",
   "metadata": {},
   "outputs": [
    {
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       "      <th>birthday_w</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>0</td>\n",
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      "text/plain": [
       "   user_id   birthday  gender  birthday_date  birthday_y  birthday_q  \\\n",
       "0     2757 2013-03-11       1       20130311        2013           1   \n",
       "1   415971 2012-11-11       0       20121111        2012           4   \n",
       "\n",
       "   birthday_m  birthday_d  birthday_w  \n",
       "0           3          11           0  \n",
       "1          11          11           6  "
      ]
     },
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       "      <td>2</td>\n",
       "      <td>2014-09-19</td>\n",
       "      <td>20140919</td>\n",
       "      <td>2014</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>50011993</td>\n",
       "      <td>28</td>\n",
       "      <td>21458:11399317;1628862:3251296;21475:137325;16...</td>\n",
       "      <td>1</td>\n",
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       "      <td>20131011</td>\n",
       "      <td>2013</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
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      ],
      "text/plain": [
       "     user_id   auction_id    cat_id      cat1  \\\n",
       "0  786295544  41098319944  50014866  50022520   \n",
       "1  532110457  17916191097  50011993        28   \n",
       "\n",
       "                                            property  buy_mount        day  \\\n",
       "0  21458:86755362;13023209:3593274;10984217:21985...          2 2014-09-19   \n",
       "1  21458:11399317;1628862:3251296;21475:137325;16...          1 2013-10-11   \n",
       "\n",
       "   day_date  day_y  day_q  day_m  day_d  day_w  \n",
       "0  20140919   2014      3      9     19      4  \n",
       "1  20131011   2013      4     10     11      4  "
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "display(df_baby.head(2))\n",
    "display(df_trade.head(2))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "76ab4cf0-7d6d-43ad-9912-23ee50fd882d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9.530000e+02</td>\n",
       "      <td>953</td>\n",
       "      <td>953.000000</td>\n",
       "      <td>9.530000e+02</td>\n",
       "      <td>953.000000</td>\n",
       "      <td>953.000000</td>\n",
       "      <td>953.000000</td>\n",
       "      <td>953.000000</td>\n",
       "      <td>953.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.578517e+08</td>\n",
       "      <td>2012-03-21 08:35:15.424973824</td>\n",
       "      <td>0.514166</td>\n",
       "      <td>2.011790e+07</td>\n",
       "      <td>2011.722980</td>\n",
       "      <td>2.496327</td>\n",
       "      <td>6.502623</td>\n",
       "      <td>15.354669</td>\n",
       "      <td>2.930745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.757000e+03</td>\n",
       "      <td>1984-06-16 00:00:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.984062e+07</td>\n",
       "      <td>1984.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>7.575808e+07</td>\n",
       "      <td>2011-03-03 00:00:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.011030e+07</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.773575e+08</td>\n",
       "      <td>2012-08-26 00:00:00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.012083e+07</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.149198e+08</td>\n",
       "      <td>2013-10-11 00:00:00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.013101e+07</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.391405e+09</td>\n",
       "      <td>2015-08-15 00:00:00</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.015082e+07</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.003048e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.551981</td>\n",
       "      <td>2.271788e+04</td>\n",
       "      <td>2.275848</td>\n",
       "      <td>1.122833</td>\n",
       "      <td>3.433070</td>\n",
       "      <td>8.770781</td>\n",
       "      <td>1.995117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            user_id                       birthday      gender  birthday_date  \\\n",
       "count  9.530000e+02                            953  953.000000   9.530000e+02   \n",
       "mean   4.578517e+08  2012-03-21 08:35:15.424973824    0.514166   2.011790e+07   \n",
       "min    2.757000e+03            1984-06-16 00:00:00    0.000000   1.984062e+07   \n",
       "25%    7.575808e+07            2011-03-03 00:00:00    0.000000   2.011030e+07   \n",
       "50%    2.773575e+08            2012-08-26 00:00:00    0.000000   2.012083e+07   \n",
       "75%    7.149198e+08            2013-10-11 00:00:00    1.000000   2.013101e+07   \n",
       "max    2.391405e+09            2015-08-15 00:00:00    2.000000   2.015082e+07   \n",
       "std    5.003048e+08                            NaN    0.551981   2.271788e+04   \n",
       "\n",
       "        birthday_y  birthday_q  birthday_m  birthday_d  birthday_w  \n",
       "count   953.000000  953.000000  953.000000  953.000000  953.000000  \n",
       "mean   2011.722980    2.496327    6.502623   15.354669    2.930745  \n",
       "min    1984.000000    1.000000    1.000000    1.000000    0.000000  \n",
       "25%    2011.000000    1.000000    3.000000    8.000000    1.000000  \n",
       "50%    2012.000000    3.000000    7.000000   15.000000    3.000000  \n",
       "75%    2013.000000    3.000000    9.000000   23.000000    5.000000  \n",
       "max    2015.000000    4.000000   12.000000   31.000000    6.000000  \n",
       "std       2.275848    1.122833    3.433070    8.770781    1.995117  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "      <th>cat1</th>\n",
       "      <th>buy_mount</th>\n",
       "      <th>day</th>\n",
       "      <th>day_date</th>\n",
       "      <th>day_y</th>\n",
       "      <th>day_q</th>\n",
       "      <th>day_m</th>\n",
       "      <th>day_d</th>\n",
       "      <th>day_w</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.997100e+04</td>\n",
       "      <td>2.997100e+04</td>\n",
       "      <td>2.997100e+04</td>\n",
       "      <td>2.997100e+04</td>\n",
       "      <td>29971.000000</td>\n",
       "      <td>29971</td>\n",
       "      <td>2.997100e+04</td>\n",
       "      <td>29971.000000</td>\n",
       "      <td>29971.000000</td>\n",
       "      <td>29971.000000</td>\n",
       "      <td>29971.000000</td>\n",
       "      <td>29971.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.763877e+08</td>\n",
       "      <td>2.565509e+10</td>\n",
       "      <td>5.294928e+07</td>\n",
       "      <td>4.149907e+07</td>\n",
       "      <td>2.544126</td>\n",
       "      <td>2014-01-16 17:25:38.086817536</td>\n",
       "      <td>2.013562e+07</td>\n",
       "      <td>2013.488139</td>\n",
       "      <td>2.732341</td>\n",
       "      <td>7.200994</td>\n",
       "      <td>15.699776</td>\n",
       "      <td>2.820159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.356000e+03</td>\n",
       "      <td>2.763449e+07</td>\n",
       "      <td>1.662000e+03</td>\n",
       "      <td>2.800000e+01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2012-07-02 00:00:00</td>\n",
       "      <td>2.012070e+07</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.248442e+08</td>\n",
       "      <td>1.659057e+10</td>\n",
       "      <td>5.001055e+07</td>\n",
       "      <td>3.800000e+01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2013-06-20 00:00:00</td>\n",
       "      <td>2.013062e+07</td>\n",
       "      <td>2013.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.451674e+08</td>\n",
       "      <td>2.153193e+10</td>\n",
       "      <td>5.001245e+07</td>\n",
       "      <td>5.000817e+07</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2014-03-06 00:00:00</td>\n",
       "      <td>2.014031e+07</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.057227e+08</td>\n",
       "      <td>3.778793e+10</td>\n",
       "      <td>5.001603e+07</td>\n",
       "      <td>5.001482e+07</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2014-09-09 00:00:00</td>\n",
       "      <td>2.014091e+07</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.431253e+09</td>\n",
       "      <td>4.368693e+10</td>\n",
       "      <td>1.226960e+08</td>\n",
       "      <td>1.226500e+08</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>2015-02-05 00:00:00</td>\n",
       "      <td>2.015020e+07</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6.331757e+08</td>\n",
       "      <td>1.145374e+10</td>\n",
       "      <td>2.056607e+07</td>\n",
       "      <td>3.131301e+07</td>\n",
       "      <td>63.986879</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.605317e+03</td>\n",
       "      <td>0.772322</td>\n",
       "      <td>1.129027</td>\n",
       "      <td>3.542738</td>\n",
       "      <td>8.571804</td>\n",
       "      <td>1.984581</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            user_id    auction_id        cat_id          cat1     buy_mount  \\\n",
       "count  2.997100e+04  2.997100e+04  2.997100e+04  2.997100e+04  29971.000000   \n",
       "mean   6.763877e+08  2.565509e+10  5.294928e+07  4.149907e+07      2.544126   \n",
       "min    2.356000e+03  2.763449e+07  1.662000e+03  2.800000e+01      1.000000   \n",
       "25%    1.248442e+08  1.659057e+10  5.001055e+07  3.800000e+01      1.000000   \n",
       "50%    5.451674e+08  2.153193e+10  5.001245e+07  5.000817e+07      1.000000   \n",
       "75%    9.057227e+08  3.778793e+10  5.001603e+07  5.001482e+07      1.000000   \n",
       "max    2.431253e+09  4.368693e+10  1.226960e+08  1.226500e+08  10000.000000   \n",
       "std    6.331757e+08  1.145374e+10  2.056607e+07  3.131301e+07     63.986879   \n",
       "\n",
       "                                 day      day_date         day_y  \\\n",
       "count                          29971  2.997100e+04  29971.000000   \n",
       "mean   2014-01-16 17:25:38.086817536  2.013562e+07   2013.488139   \n",
       "min              2012-07-02 00:00:00  2.012070e+07   2012.000000   \n",
       "25%              2013-06-20 00:00:00  2.013062e+07   2013.000000   \n",
       "50%              2014-03-06 00:00:00  2.014031e+07   2014.000000   \n",
       "75%              2014-09-09 00:00:00  2.014091e+07   2014.000000   \n",
       "max              2015-02-05 00:00:00  2.015020e+07   2015.000000   \n",
       "std                              NaN  7.605317e+03      0.772322   \n",
       "\n",
       "              day_q         day_m         day_d         day_w  \n",
       "count  29971.000000  29971.000000  29971.000000  29971.000000  \n",
       "mean       2.732341      7.200994     15.699776      2.820159  \n",
       "min        1.000000      1.000000      1.000000      0.000000  \n",
       "25%        2.000000      4.000000      9.000000      1.000000  \n",
       "50%        3.000000      8.000000     15.000000      3.000000  \n",
       "75%        4.000000     10.000000     23.000000      4.000000  \n",
       "max        4.000000     12.000000     31.000000      6.000000  \n",
       "std        1.129027      3.542738      8.571804      1.984581  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(20120702, 20150205)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display(df_baby.describe())\n",
    "display(df_trade.describe())\n",
    "df_trade.day_date.min(), df_trade.day_date.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0198a24a-9a51-47a7-9270-b317d55811a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n1.比如2005年以前的宝宝，现在已经不算是小孩了,应排除\\n2. 性别不明的，应排除\\n3. 购买数量超过3倍标准差的，对数据影响比较大, 应排除\\n4. 数据没有缺失值，不用处理\\n'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### 去除一些异常数据\n",
    "'''\n",
    "1.比如2005年以前的宝宝，现在已经不算是小孩了,应排除\n",
    "2. 性别不明的，应排除\n",
    "3. 购买数量超过3倍标准差的，对数据影响比较大, 应排除\n",
    "4. 数据没有缺失值，不用处理\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "83f460a1-5a0c-4ef2-8b61-101cac878f0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始的大小： (953, 9) (29971, 13)\n",
      "过滤后的大小： (918, 9) (29940, 13)\n"
     ]
    }
   ],
   "source": [
    "print('原始的大小：', df_baby.shape, df_trade.shape)\n",
    "\n",
    "df_baby = df_baby.query(\"birthday_y>=2005 and gender <=1\")\n",
    "df_trade = df_trade.query(f\"buy_mount < {df_trade.buy_mount.std()*3}\")\n",
    "\n",
    "print('过滤后的大小：', df_baby.shape, df_trade.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a1c52ff-bfa9-4d5f-9d71-a7673722db7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#销量分析\n",
    "fig = plt.figure(figsize=(20,8) )\n",
    "\n",
    "ax = fig.add_subplot(121)\n",
    "y_sales = df_trade.groupby('day_y')['buy_mount'].sum().iloc[1:-1]\n",
    "x_list = y_sales.index.tolist()\n",
    "for x,y in zip(x_list, y_sales.values):\n",
    "    plt.bar(x, y)\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Seles Volume')\n",
    "ax.set_title('Sales Volume By Year')\n",
    "ax.set_xticks(x_list)\n",
    "\n",
    "# 环比增长\n",
    "ax1 = ax.twinx()\n",
    "y_sales_pct = y_sales.pct_change().fillna(0)*100\n",
    "plt.plot(x_list, y_sales_pct.values, color='red')\n",
    "\n",
    "ax = fig.add_subplot(122)\n",
    "y_sales = df_trade.groupby(['day_y', 'day_q'])['buy_mount'].sum().iloc[1:-1]\n",
    "x_list = [f'{str(x[0])[-2:]}/Q{x[1]}' for x in y_sales.index]\n",
    "for x,y in zip(x_list, y_sales.values):\n",
    "    plt.bar(x, y)\n",
    "ax.set_xlabel('Season')\n",
    "ax.set_ylabel('Seles Volume')\n",
    "ax.set_title('Sales Volume Year-Season')\n",
    "ax.set_xticks(x_list)\n",
    "plt.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3286d36f-b8f0-4bd4-8acd-ca25b5db540e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n1.年度数据中，开头和结尾的年数据不全，应排除分析，所以年度数据只有2年的数据可用。\\n 2.季度数据的开头和结尾同样数据不全，也排除\\n3.从年度数据看，销量一直在增长。 从季度数据上看，每年一季度销量较低，之后销量逐渐提高，四季度销量最高\\n'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "1.年度数据中，开头和结尾的年数据不全，应排除分析，所以年度数据只有2年的数据可用。\n",
    " 2.季度数据的开头和结尾同样数据不全，也排除\n",
    "3.从年度数据看，销量一直在增长。 从季度数据上看，每年一季度销量较低，之后销量逐渐提高，四季度销量最高\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c81d724d-c825-45a0-b940-91602153ef08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>buy_mount</th>\n",
       "      <th>buy_mount_ma6</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_y</th>\n",
       "      <th>day_m</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <th>11</th>\n",
       "      <td>1583</td>\n",
       "      <td>1148.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2013</th>\n",
       "      <th>5</th>\n",
       "      <td>1664</td>\n",
       "      <td>1104.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1936</td>\n",
       "      <td>1480.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2014</th>\n",
       "      <th>5</th>\n",
       "      <td>2729</td>\n",
       "      <td>1844.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3044</td>\n",
       "      <td>2081.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             buy_mount  buy_mount_ma6\n",
       "day_y day_m                          \n",
       "2012  11          1583    1148.500000\n",
       "2013  5           1664    1104.666667\n",
       "      11          1936    1480.666667\n",
       "2014  5           2729    1844.500000\n",
       "      11          3044    2081.500000"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,5) )\n",
    "ax = fig.add_subplot()\n",
    "y_sales = df_trade.groupby(['day_y', 'day_m'])['buy_mount'].sum().iloc[1:-1]\n",
    "x_list = [f'{str(x[0])[-2:]}/{x[1]}' for x in y_sales.index]\n",
    "for x,y in zip(x_list, y_sales.values):\n",
    "    plt.bar(x, y)\n",
    "\n",
    "#6个月的移动平均线\n",
    "sales_ma6 = y_sales.rolling(6, 1).mean()\n",
    "plt.plot(x_list, sales_ma6.values)  \n",
    "\n",
    "ax.set_xlabel('Month')\n",
    "ax.set_ylabel('Seles Volume')\n",
    "ax.set_title('Sales Volume Year-Month')\n",
    "ax.set_xticks(x_list)\n",
    "plt.plot()\n",
    "\n",
    "sales_temp = pd.concat((y_sales, sales_ma6), axis=1)\n",
    "sales_temp.columns = ['buy_mount', 'buy_mount_ma6']\n",
    "sales_temp.query(\"buy_mount / buy_mount_ma6>1.3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "714d3d9f-c08b-4901-9cbb-5cc6741cead9",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 各月的销量\n",
    "#通过移动平均线分析，销量逐渐增加。 通过当月与销售移动平均线对比，大于30%以上的月份，基本发生在5月、11月。 可能与年中促销、双11活动有关"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6d0a3982-21e3-403f-92cc-65e0081f0a0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,5) )\n",
    "ax = fig.add_subplot()\n",
    "y_sales = df_trade.query('day_y==2014 and day_m == 11').groupby('day_d')['buy_mount'].sum()\n",
    "x_list = y_sales.index.tolist()\n",
    "for x,y in zip(x_list, y_sales.values):\n",
    "    plt.bar(x, y)\n",
    "\n",
    "ax.set_xlabel('Day')\n",
    "ax.set_ylabel('Seles Volume')\n",
    "ax.set_title('2014-11 Sales Volume')\n",
    "ax.set_xticks(x_list)\n",
    "plt.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9655fc76-2833-43ef-b8db-e02835f39451",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 2014年双11当天的销量很大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5abf5c92-2512-469d-8a52-712ce3113156",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 4) )\n",
    "\n",
    "ax = fig.add_subplot(121)\n",
    "y_sales = df_trade.groupby('day_w')['buy_mount'].sum()\n",
    "x_list = y_sales.index\n",
    "for x,y in zip(x_list, y_sales.values):\n",
    "    plt.bar(x+1, y)\n",
    "\n",
    "ax = fig.add_subplot(122)\n",
    "y_sales = df_trade.groupby('day_w')['buy_mount'].count()\n",
    "x_list = y_sales.index\n",
    "for x,y in zip(x_list, y_sales.values):\n",
    "    plt.bar(x+1, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b9c32210-e0d0-4ade-be5b-6b2ac83c8124",
   "metadata": {},
   "outputs": [],
   "source": [
    "###  1.按周对比成交量，周二、三比较多，周六、日比较少\n",
    "###  2.按下单量看，工作日用户比周末多些"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "30899958-bcb2-4c1c-97ab-9b1b1e1355af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 8) )\n",
    "\n",
    "ax = fig.add_subplot(121)\n",
    "df_trade.query('buy_mount>=40').groupby('cat1')['buy_mount'].sum().plot.pie(autopct='%1.1f%%', title='cat1 sales volume')\n",
    "\n",
    "ax = fig.add_subplot(122)\n",
    "df_trade.query('buy_mount>=40').groupby('cat_id')['buy_mount'].sum().plot.pie(autopct='%1.1f%%', title='cat=_id sales volume')\n",
    "\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fff294b8-cc2e-492b-9045-ab2a9fa0ac85",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 单次购买在40个以上的定为大单\n",
    "### 1.大单集中在大类为28的商品，说明此类商品一次的使用量比较大。\n",
    "### 2.热门小类有：50018831 50016006 250822"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9141ad74-94e8-40e0-9b91-59a3f0c0381d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 4) )\n",
    "\n",
    "ax = fig.add_subplot(121)\n",
    "df_trade.query('buy_mount>=40').groupby('day_m')['buy_mount'].count().plot.bar(title='cat1 sales order number')\n",
    "\n",
    "ax = fig.add_subplot(122)\n",
    "df_trade.query('buy_mount>=40').groupby('day_m')['buy_mount'].mean().plot.bar(title='cat1 sales volume')\n",
    "\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "35d7068a-0c86-482a-9f55-302cb2086a21",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 1. 从大单产生的数量上看，11月产生的大单较多，10、12月的大单较少，说明需求集中在11月爆发\n",
    "### 2. 从大单的销量上看，7、8、9产生的大单虽然较多，但平均销量没有线性增长。\n",
    "### 3. 6月的大单数量不多，但是大单销量很高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "36788f3c-b35d-4270-9192-da2a5326aaa0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 类目分析(仅展示一级分类)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "150d2fae-0679-4c1a-9371-2c8d61707036",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "分类详情\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>分类数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大类名称</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50008168</th>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50014815</th>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50022520</th>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122650008</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           分类数量\n",
       "大类名称           \n",
       "28          267\n",
       "38           34\n",
       "50008168     74\n",
       "50014815    159\n",
       "50022520    111\n",
       "122650008    17"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_num = df_trade.groupby('cat1')['cat_id'].nunique().to_frame()\n",
    "cat_num.columns = ['分类数量']\n",
    "cat_num.index.name = '大类名称'\n",
    "print('分类详情')\n",
    "display(cat_num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "50813ba9-0be8-4b7c-9cda-bfc3e7ad80db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 10) )\n",
    "\n",
    "# 大类成交量\n",
    "ax = fig.add_subplot(221)\n",
    "y_sales = df_trade.groupby('cat1')['buy_mount'].sum()\n",
    "x_list = y_sales.index.tolist()\n",
    "for x,y in zip(range(len(x_list)), y_sales.values):\n",
    "    plt.bar(x, y)\n",
    "ax.set_xlabel('cat')\n",
    "ax.set_ylabel('Sales Volume By cat')\n",
    "ax.set_title('cat stats')\n",
    "ax.set_xticks(range(len(x_list)))\n",
    "ax.set_xticklabels(x_list, rotation=0)\n",
    "\n",
    "ax = fig.add_subplot(222)\n",
    "y_sales = df_trade.groupby('cat1')['buy_mount'].sum() / df_trade.groupby('cat1')['cat_id'].nunique()\n",
    "x_list = y_sales.index.tolist()\n",
    "for x,y in zip(range(len(x_list)), y_sales.values):\n",
    "    plt.bar(x, y)\n",
    "ax.set_xlabel('cat')\n",
    "ax.set_ylabel('unique num of cat')\n",
    "ax.set_title('avg sales volume of cat')\n",
    "ax.set_xticks(range(len(x_list)))\n",
    "ax.set_xticklabels(x_list, rotation=0)\n",
    "\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c6b6190c-1c2c-4a6b-81a5-c24871587c45",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 1.上图分别展示了： (1)大类销量   (2)大类下子类的销量平均贡献\n",
    "### 2.大类50008168虽然品类少，但是子类平均销量比较高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "58310e4d-35ec-4852-9f4e-93bbe1120a06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 热门分类定义： 销量和用户数都在前10名\n",
    "\n",
    "cat_sales_df = pd.concat((df_trade.groupby('cat_id')['buy_mount'].sum(), df_trade.groupby('cat_id')['buy_mount'].count() ), axis=1)\n",
    "cat_sales_df.columns = ['buy_sum', 'buy_count']\n",
    "\n",
    "cat_sales_df['buy_sum_rank'] = cat_sales_df.buy_sum.rank(method='min', ascending=False)\n",
    "cat_sales_df['buy_count_rank'] = cat_sales_df.buy_count.rank(method='min', ascending=False)\n",
    "\n",
    "hot_cat = cat_sales_df.query(f\"buy_sum_rank<=10 and buy_count_rank<=10\")[['buy_sum', 'buy_count']]\n",
    "hot_cat.plot.bar(title='hot cat')\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "20c7bee0-4ec1-4485-bcc3-b40e79bd3761",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 销量前10且用户购买量前10的子类共有8个，如上图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0c28fd51-c08d-4f19-b707-6499cc3dc3a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1500 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 15) )\n",
    "fig.subplots_adjust(hspace=0.35, wspace=0.1)\n",
    "i = 0\n",
    "for d in hot_cat.iterrows():\n",
    "    cat_sales = df_trade.query(f\"cat_id=={d[0]}\").groupby(['day_y', 'day_m'])['buy_mount'].sum()\n",
    "    cat_sales.index = [f'{str(x[0])[-2:]}/{x[1]}' for x in cat_sales.index]\n",
    "    cat_sales.name = f'{d[0]}'\n",
    "    i = i+1\n",
    "    ax = fig.add_subplot(4, 2, i)\n",
    "    plt.bar(cat_sales.index.tolist(), cat_sales.values)\n",
    "    ax.set_title(f'{d[0]}')\n",
    "    ax.set_xticks(range(len(cat_sales.index)))\n",
    "    ax.set_xticklabels(cat_sales.index.tolist(), rotation=35 )\n",
    "    \n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "08ee0366-c687-40db-91ae-3f18c99dcb76",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 可以看出，热门分类的销售情况在各月内并不平均，需要进一步分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43987a37-8570-47af-9f24-653b9db2da24",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 性别分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8bf8ece7-d4e7-4ed1-852e-06c32ef1042b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((921, 21), (918, 9))"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge = pd.merge(df_trade, df_baby, how='inner', on='user_id')\n",
    "\n",
    "df_merge.shape, df_baby.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f837d645-16f9-4f3e-a2e9-908edd3cbdf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_stats = df_merge.drop_duplicates('user_id').groupby('gender')['user_id'].count()\n",
    "\n",
    "plt.pie(gender_stats, labels=['boy', 'girl'], autopct='%1.1f%%', explode = [0, 0.05])\n",
    "plt.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8fd08931-43a5-4554-b631-9d638b3ff727",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ee++pYsWK6tatmwYMGKAePXrov//9ryTp66+/1pNPPqknnnhCs2bNUlRUlG644YZc/w0BAEDJM2LECM2ZM0cTJ07UkCFDNGzYMD3xxBP617/+VaDjHD9+XNdcc41sNpteffVVRUREFGrOS51zvfvuu3r//ff15ptvatasWapYsaLuvPPOAj3H7bffrnXr1um7777TyJEjNWPGjFznuG+//bZGjx6tESNGaNq0aapUqZK6d+8uy7LydfwePXooKytLv//+u/O6GTNmqHbt2mrcuLGkS59HF4alS5eqatWqeuyxx/TOO+9ow4YNGjVqlH799VetXbtWiYmJ6tChg8LCwjR79mw99dRTeuaZZzR69OhCywBckgXkYcGCBZYka/To0c7rRo0aZdlsNuvw4cOWZVlWbGys1bdvX+ftOTk5VoMGDawePXpYlmVZqampVmBgoDVy5EjLsixr8+bNliRr9erV+c4xZswYS5J19OhR53PMmDHDOnLkiPM5Pv/8c2vr1q3O23v27GnddNNNFzxWTEzMedcPGDDAatKkSa7rmjVrZvXv39+yLMvKysqyvLy8rHfeecd5+5o1a6wVK1bk+3UkJiZa3t7e1po1ayzLsqx9+/ZZNpvN2r17t2VZf/+8586d63zMihUrLEnW1KlTcx3r7H3/afjw4db1119/0dccExNjvfXWW5ZlWVb//v2tTp06WZZlWV9//XWu+zz++OPOx584ccLy9PS0vv7663y/VgAA4Hpuvvlm67nnnnNejoqKsiZMmHDe/S52nmFZjnMmSda///3vPJ/rQuck+ZGfc64ZM2ZY06ZNc16eMmWKJck6duzYeceTZC1YsCDXdWdf39q1a53X/fe//7W8vb2t9PR0y7Icr7Nu3bqW3W63LMuy4uLirBkzZliZmZn5fi233XabNXToUOfl9u3bW8OHD3devtR59LliYmKsMWPG5Lpuz549liRrz549F3zNw4cPt2rWrGlZlmXNnz/fkmQdOnTIstvtue4TGRmZ63X17NnTatu2bb5fJ3ClGDGBfLn++uud37ds2VKWZWnnzp2Kj4/X3r171bFjR+ftHh4eat++vXMl58DAQPXs2dM5LeKHH35Q/fr11axZs3w//y233KKYmBg1a9ZMAwYM0MiRI9WiRQuVL18+13NMnz5dN998s6KiojRlyhSdPn0638+xceNGrVu3Tjabzfm1Zs0a7dixQ5Lk5eWlwYMH65VXXlHXrl01fPhwZWZmqkWLFvl+jrCwMHXs2FEzZ86U5Bgt0aJFC1WtWlWStHLlSnl6eqp9+/bOx7Ro0UJlypS5opWx7XZ7rssVK1aU5Bjmd+73kpSSkqJ9+/bpo48+cv4cypYtq5ycHOfPAgAAlEx169bVokWLdPz4cS1dulSJiYmqV69egY9Tr149PfHEE4UfUPk75+ratavS09M1aNAg1alTR7fffrsk5fvcb+PGjZKkpk2bOs93hg4dqqysLO3bt0+SdO+992rfvn1q1KiRhgwZot9++00dO3bM94hfyTFa9ux5X1JSkpYsWeIcKZuf8+jLkdd539nL507T2bhxo+Lj4+Xj4+P8WUyePJnzPhQrignki4fH339VPD09JTnm9llnhrL9cw6ih4dHrmFu99xzjxYvXqxDhw5p0qRJGjBgQIGePzw8XJs3b9ann36qqKgoffTRR6pVq5a2bt0qSTpw4IDq1aunadOmqXPnzpo6dapeeumlAr/OHj16aO3atbm+zt0v+uOPP9bSpUvVvn17rVq1SldffXWBhz727t07VzHRp08f523WRYYG2my2fA8bvJADBw4U+DFvvvnmeT+LIUOGXHYGAABgXuPGjbVhwwaFh4erbdu2euWVV5zTCgqiRYsWuc4PC9ulzrnuuusuPfroo6pUqZLefvvtAq39cJanp6fWrFlz3vlOdHS0JKlt27bauXOnnn32WWVlZWnIkCFq1aqV0tPT8/0c3bp107Fjx7RlyxbNmTNHdevWVd26dSUp3+fRBXU5530tW7Y87+cwd+7cy84AFBTFBPJl6dKlzu9XrVolSapRo4aioqIUExOTax0Gu92uBQsW5Gq1O3TooPLly+ull17S9u3b1a9fvwI9/+TJk/X999+rR48eev/9950LBp0dhTF58mQlJydr3rx5evzxx9WmTZsCt7wNGjTQ/v371aRJE+fX0qVLnc9x8OBBPfHEE2rYsKGeffZZ/fzzz3rggQdyLRiZH7fddps2btyoPXv26Pfff881H7JFixbKycnJNRdx9erVSkpKyvfIDC8vr1yfFtjtdv3000/5zhccHKzo6GglJibm+ll89dVXWrJkSb6PAwAAXItlWRoyZIiWL1+unTt3KjExUcOHDzcd6zyXOudKSkrSpEmT9O677+rNN9/Ubbfdpvj4+AI9R4MGDZSTkyNPT0/nuY6Hh4dGjBjhXHT8vffe044dO9S/f3998cUXmjlzpjZs2KA///wz388TEBCgW265RTNnzjxvXbH8nkfnxcvLS1LukSKTJk3Kdz7p73PgunXrOn8W27Zt08iRIwt0HOBKeJkOgJJh2LBh8vX1leRYCLN79+6qXLmyJOn111/XoEGDFB0drQ4dOujrr7/W1q1b9fXXXzsf7+Hhob59+2rEiBG68cYbnUPK8isjI0NPPvmkJKlOnTpatmyZUlJSVL16dUlSRESEsrKyNGbMGNWsWVNjxozRDz/8oGuvvTbfz/HCCy+oUaNGevDBB9W3b19t27ZNTz/9tLOdDw0N1bfffqv09HT17dtXycnJmj9/vjNDfpUpU0adO3fW0KFD1bx5c+fPUZLat2+vDh06aODAgXr//ffl4+Oj5557Ti1bttQtt9ySr+M3btxYr7/+ulauXKl69epp2LBhOnbsmPz9/fOdcfjw4XrkkUdUoUIFtW7dWlOmTNEXX3yhe+65p0CvFQAAuA6bzSZ/f3999NFHznOZsmXLKiYm5qI7cJhwqXMuf39/BQQEaPr06apZs6ZWrlyp119/XZKcu0xcSvv27dW2bVv17dtXb7zxhgICAvTiiy8qOzvbOVV4165d+vbbb/Xmm28qPDxco0ePlqenp2JiYgr0enr37q13331Xu3btOq8Iys95dF4qVqyoiIgIffXVV3r//fc1e/bsAhcKjz32mD7++GP16dNHQ4YMUVxcnIYMGVLgDxKBK2JueQuUBGcXBvrkk0+sSpUqWaGhoVa/fv2s48eP57rfuHHjrJo1a1re3t7WVVddZf3+++/nHWvdunWWpAsusJQfI0aMsGrWrGn5+flZlStXtv7v//7PuRhRdna2NWTIECssLMyKioqyevfubb3yyitWSEiIdfLkyVzHudjil5ZlWfPmzbNatGhh+fj4WLGxsda7776b6/Zly5ZZ7du3t0JCQqyQkBCrW7du5y02lB8TJ050/lz/KSUlxXrwwQet0NBQKzg42Orfv/95P2/LuviiVHa73RoyZIgVGhpqRUVFWY8//rg1cuTIXAtbnl04acCAAdaAAQMsyzr/5/Lxxx9b1apVs/z8/KymTZtaM2fOLPDrBAAAruWpp56yQkJCrODgYMtms1mSrJiYGOcC4mddavHLs+cPebncxS8t69LnXNOmTbNq165tBQYGWq1atbImTpxoeXl5nbc4pGVdePFLy7Ks+Ph46+6777ZCQkKs0NBQq1evXtbBgwedtycnJ1uDBw+2KlWqZPn5+Vn169e3Jk2aVODXkp6eboWEhFhXXXXVBW/Pz3m0ZV148UvLsqxffvnFqlatmhUUFGS1bdvW+uuvv3ItbHn2v8E//5ue+3NZs2aN1b59e8vPz8+qWLGi9dxzz1kZGRkFfq3A5bJZ1hVMYALyITk5WcuXL9fq1av17rvv6vDhwwX69B4AAABXbt68ebrzzjv19ddfq0KFCrIsS7t27dJjjz2mV199VUOHDjUdEYCbYioHilxqaqp69uypgIAAffXVV5QSAAAABrRs2VJ33HGHnnjiCR07dkySVKVKFQ0cOFD33Xef4XQA3BkjJgAAAAAAgDHsygEAAAAAAIyhmAAAAAAAAMZQTAAAAAAAAGMoJgAAAAAAgDEUEwAAAAAAwBiKCQAAAAAAYAzFBAAAAAAAMIZiAgAAAAAAGEMxAQAAAAAAjKGYAAAAAAAAxlBMAAAAAAAAYygmAAAAAACAMRQTAAAAAADAGIoJAAAAAABgDMUEAAAAAAAwhmICAAAAAAAYQzEBAAAAAACMoZgAAAAAAADGUEwAAAAAAABjKCYAAAAAlBqJiYn6448/lJCQYDoKgHyimACKEb8oAQAAis7333+vGjVq6NFHH1V0dLS+//57SdK3336r6OhoBQUFqWPHjtq7d6/ZoAByoZgAigm/KAEAAIrOyZMn9dhjj2nx4sVau3atvvjiCw0bNky7du3SSy+9pKlTp2rz5s2KiYnRwIEDTccFcA6KCaAY8IsSAACgaKWkpOjDDz9UgwYNJEmNGzfWiRMntHbtWrVu3VrNmjVTdHS0Bg0apO3btxtOC+BcFBNAMeAXJQAAQNGqUqWK+vXrJ0nKysrSiBEj1LNnT9WrV0/z58/X2rVrlZSUpE8//VSdOnUynBbAuWyWZVmmQwDuJCsrS/fdd588PDz03HPPqW3btvr1119VrVo1DR48WD4+Pvrmm29MxwQAACiR1q9fr/bt28vHx0dbt25VaGioBg8erC+++EKSVLVqVS1fvlyRkZGGkwI4ixETQDFav369ypUrp7lz5+rDDz9UvXr1dMcdd6hZs2YKDQ3V8uXLNWLECNMxAQAASqxGjRpp3rx5ql+/vgYNGqRly5ZpxowZWr58uVJSUnTXXXepa9eu4vNZwHUwYgIoRpZlad26dXrmmWdUpkwZDRs2TLfffrumTJmievXq6e2339bcuXO1YsUK2Ww203EB/D979x0eVZX+Afw7NW0mmfTeQwsQQqiCAio2hAUVEXDXBdfu4qIuqy64+7Mhuqy4lhVBFHVFiiIISlFRsJCEQBIICQmk9zqZTK/390cwEEmdzMyZ8n6eJ8+auXPP/YaFzJ13znkPIYQQl1VdXY34+Hj88Y9/RFBQEP79738D6LwfCwkJwXfffYf09HS2IQkhAGjGBCEOxePxMH78eGzduhV79+7Fu+++i8WLF2Py5MmQSCR48cUXUVZWhvz8fNZRCSGEEEJcypEjR7Bq1aqu74VCYdd/NzY2dv23UqmEWq2G2Wx2aD5CSO+oMEGIA9ALJSGEEEKIfY0cORLvvvsuNm3ahOrqajz99NO48cYbcdNNN2H37t3YsGEDtm3bhgULFiA8PBxpaWmsIxNCLhL2/xRCyFCNHDkSCxYswLBhw3DLLbdgzZo1XS+U9957LzZs2IDw8HC899579EJJCCGEEGKFqKgo7Nq1C48//jj++te/4qabbsLHH3+MkJAQFBcX4/XXX0d9fT3GjBmD3bt3QyQSsY5MCLmIekwQ4iCHDh3C448/jpqaGtx0003473//i5CQEDz//PN4//33u14oN2/ejAkTJrCOSwghhBBCCCEOQYUJQgghhBBCCCGEMEM9JgghhBBCCCGEEMIMFSYIIYQQQgghhBDCDBUmCCGEEEIIIYQQwgwVJgghhBBCCCGEEMIMFSYIIYQQQgghhBDCDBUmCCGEEEIIIYQQwgwVJgghhBBCCCGEEMIMFSYIIYQQQgghhBDCjJB1AELsjuMArRzQtPby1Xbl92YDwBMAPD7A4wH8X/+bf+lxPv/SYyI/wC8Y8A0B/EIu/m8wIAkH/KMA/2jAL7RzLEIIIYQQYjsmPdBeDbRXAMoGQNveee+na7/yv3WKzudbTJ1fnLnzXpHHA8C7eN8nBLykF7/8L/2v92X/LQkDAmIufsUCvkEM/wAIcX08juM41iEIsQmLBZCXA01FQPO5zq+mc0DrecCkY50OEHgB0ojOF7DABCB8DBAxBogYC/gEsk5HCCGEEOK8dB1AUyHQVg60VwLyCkBe2fnfynqAs7DNJ5Z0fhAli+2815PFAWGpQPjozv8mhPSJChPE9Th7AcIaAbEXCxVjLxUrAhNphgUhhBBCPI+6BajPv/TVcLqzIAEXfdviHdB5nxc++tIHU2GpgMiHdTJCnAYVJojzM+mBmhyg8heg8meg5gRgULFOZX9iaecLWMRYIHoCkHwdIA1nnYoQQgghxHZMBqDuFFDxU+f9XsNpoKOWdSr74/GB0FFA3FQg7iog/qrOmRaEeCgqTBCnY7aYcbrlNKrrT+F3Jz8Dak8CZj3rWM4hfAyQcj2QfH3ni5hQzDoRIYQQQsiAWTgLzracRV1DLm469VnnB05GDetYTuFfsW+jOWAspqeEYFpyCEKlXqwjEeIwVJggTqFOVYef637GL7W/IKs+C0qjEj4Cb/xcVg6Rxcg6nnMS+QEJV18qVISksE5ECCGEEHKFJk0TjtUcwy91vyC7IRsKvQJSkQQ/nT8HPuveEE6CE/kiVfMutGZB12PDwyWYlhyC2aPCcVVyMAR8WuJL3BcVJggz5+Xnsa90H76v/h4VHRU9PmerOQQTqk45NpirksV1Fih+LVSIfVknIoQQQoiHatY043DlYRyuOIzcplxwPfSH2K73x+i6AgbpnE97xDSkV/y51+PBfmLcPCYCt6ZFYmpiMPhUpCBuhgoTxKHkOjm+Lv8aey/sRVFbUb/PfyRgDB7O+9oBydyMWAqkzgfSlwLx06iJJiGEEELsrkXbgsMVh3Go4hDymvNg6Wc2xOPS0bj39AEHpXNuP8c+iLvPzxzQc0OlXrhlTATmpkVhUkIgeHSfR9wAFSaI3RnNRhytOYq9pXvxU+1PMFlMAz53QsAwbM37zo7pPEBgIjBuCZC+hLarIoQQQohNtWpb8U3lNzhUcQinmk71W4y43DTZCLyb+40d07mOfwb9Cx/WRQ/6vHB/L8wZG4m5aZHIiKMiBXFdVJggdnOm+Qy+LP0SBysOol3fbtUYIr4Iv1TVwduotW04j8Tr7EmRvrRzNoXYj3UgQgghhLionIYcbC/eju+qvhvUh06Xo35inTihN8boNkNtEvT/5D5EBXhj4YQY/H5qPML8vW2UjhDHoMIEsalGdSP2le3DvtJ9KFOU2WTMdxGBaeXZNhmLXCSWXLbUYzot9SCEEEJIvzRGDfaV7sP24u240H7BJmNSPzFAET4V4yofs9l4IgEPt46NxPLpiRgXK7PZuITYk5B1AOIeTjScwJaCLThed3xQU/gGIlsWimk2HZHAoALyPun8CkoGrnoESP89IKLqOiGEEEK6K2svw6fnPsX+sv1QGVU2HTs7KBITqmw6pMspEo+16XhGM4c9eXXYk1eHjDgZlk1PxJwxERAK+Da9DiG2RDMmyJD8UvcL3s1/F6ea7FfpHuufhG35P9htfHKRXygw+QFg0n2AbxDrNIQQQghhiOM4HKk6gm3ntiG7wX4zVzMCUvBh3hG7je8KXgh+BVtqY+16jQh/b/zhqngsnRyHQD+xXa9FiDWoMEGs8mPNj3j39LvIb863+7UEPAF+qmuFRNdh92sRACI/WCYsQ8PUZxEl82GdhhBCCCEOxHEcDlcexsb8jTZbrtEXEV+En6vr4WPQ2P1azogTeCHdsBkKo2MmsnsJ+ViQHo3lVydgZIS/Q65JyEBQYYIMyg/VP+Dd/HdR0OrYPaffFMRi1oWfHXpNT1YR8zvcUL4Ed2TE4NFrUxAb5Ms6EiGEEELsiOM4fFP5DTae3ojz8vMOvfa7vChMK8t06DWdRUfYJKRVPe7w6/J4wJyxkfjrjSOQGEIN0Ql71GOC9OvXqXzvnn4XRW1FTDJkSWWYxeTKnofj8fF/bTfBaOaw/UQ1PjtZgwXjo7HiuhTEB9MLFyGEEOJOWBYkfpUZEOyx/cTOeaUxuS7HAV+drsehggbcNSkWf5k9DGFS6jVG2KHCBOmVhbPgcOVhbDq9idkL1a+yTQqm1/ckjVGz8UNpYNf3JguHz07WYG9eLe65KgGPXT8MAT4ihgkJIYQQMlQcx+Hbqm+xMX8jSuQlTLNkW2zbUNOVfKcdxvT6JguHT7KqsPtULe69OgEPzkyGvzfd5xHHo6UcpEffVH6Dt3PfRqmilHUUAAAPPBxtUiFQ3co6itv7S8Dr2NsY1uvxQF8RHr9hOJZOjqPuzoQQQogLym/Ox8tZL+Ns61nWUQB09hM7Vt8Gf61nfRDF8UXIMG6B3EH9JQYi0FeER2al4J5p8fASCljHIR6EChOkmxplDV7MehE/1zpfP4f14gTcVHyMdQy31hZxDTIqHh7Qc1PCJFh96yhcO6L3IgYhhBBCnEerthUbTm7Al6VfgoNzvQX4jzAe153/kXUMh1KFZmBM9V9Zx+hRtMwHK2cPwx0ZMeDzeazjEA9AH3cSAIDJYsKWM1tw297bnLIoAQDZflLWEdzefwy/G/BzLzSpsPyDE/jj+9k436i0YypCCCGEDIXJYsLHhR9j3hfzsLd0r9MVJQAgS+J5O0QUe49jHaFXte1arPrsNG7+zzFkltGMZWJ/zjNviDCT35yP544/x7yPRH+yDfRL0Z6UYRPxYVX0oM87WtKMny+0YMnkOPz1xhEI8KV1iYQQQoizONFwAmuz1jpk68+hyDbJWUdwuCM6tv0lBqKkUYUlmzOxZHIcnrllJKTUf4LYCS3l8GAdhg68fvJ1fFbymVNWznvybZsJ4Yo61jHc0r9DX8Kb1YlDGiNM6oW1t43F7NRwG6UihBBCiDUa1A1Yn7MehyoOsY4yYD80axGsamYdwyE4vhCTTVvQbHCdN/oR/t54ccEYus8jdkFLOTzUgfIDmL9nPnaV7HKZogQAZEeNZB3BLWmDxwy5KAEATUo97vsoByu356JdY7BBMkIIIYQM1s7inZi/Z75LFSUAIDtmNOsIDqMJGu1SRQkAaOjQ4b6PcvDnbafQqtKzjkPcDBUmPEyNsgYPffsQ/nbsb2jRtrCOM2hZPrS/sj38T3SHTcfbk1eHGzYcw+GzDTYdlxBCCCG9a9G24JFvH8ELmS9AY9KwjjNoWb5+rCM4TIlvOusIVtt/uh6zXzuKL3JrWEchboQKEx7CZDHhvTPvOXVzy4HI1jWyjuB2DLIUrKu0/RrHZqUeD3x8Eo99mgu5mmZPEEIIIfZ0uOIwbtt7G36sdd2dLbL0nrGMAwB+cIH+En2Ra4x4fEc+ln2Qjdp2Les4xA1QjwkPUNlRiVVHV6GorYh1FJv4qoOPuNYK1jHcxvaoZ/B02Vi7XiNE4oUXF4zBzWMi7HodQgghxNMoDUqszVqL/WX7WUexiUPtQJS8inUMu+J4Alxl2YIGvZh1FJvwEwvw9JxR+MPUeNZRiAujGRNu7kD5Ady1/y63KUoAQFaEa1eYnYlJGoN/Vth/PWeLSo+H/ncSf92VD53RbPfrEUIIIZ4gqz4Lt395u9sUJQAgK3I46wh2pw1OdZuiBACoDWY8u6cAj35yCiq9iXUc4qKoMOGm9GY9nj/+PP527G9QG9Ws49hUthftcmsrBwMWQW9x3K+Bz07W4Lb//oKKFvf6O0kIIYQ4ktFsxKsnXsX9h+9Hg9q9+jllebvPG/beXPAZxzqCXXx1ph6/e+snlDQqWUchLogKE26osqMSv//699hVsot1FLvI1tB2obZg8Q3FMxXpDr9uUX0H5r31Ew5RY0xCCCFk0Jo1zVh+aDk+LvzYpXZWG6gT2nrWEezuqGEE6wh2U9asxoK3f8bevFrWUYiLocKEmzlccRh37b8L59rOsY5iN216Oc6Hu+8vdEc5GnwnlCY2s0+UOhMe/PgkXv66CGaL+91UEUIIIfaQ15SHu/bfhfzmfNZR7KZJ14qysBTWMeyG4/GxvTGGdQy70hjM+Mv2PDy7pwAGk4V1HOIiqDDhJiycBf859R88efRJt1u60ZPs0ATWEVyaxVuGp6qmsI6Bd4+VYenmTDQpdayjEEIIIU7ts5LPcO+he9Gsdf+dK7LCklhHsBtd0CjU6rxYx3CIjzMrcee7x2nXDjIgVJhwA0qDEn/+7s9478x7rKM4TJaIxzqCSzsRuhBNehHrGACArPI23PrGT8gqa2UdhRBCCHE6RrMRzx1/Ds8dfw5Gi5F1HIfIFrvvW5RSX/fsL9Gb/Op2zH3jRxwtcf+CGhka9/1X7yHK2suw9KulLr1ntTVy1FWw8OivrzU4kR+eqpnGOkY3zUo97n4vC9uy3Ht7MEIIIWQwmjXNuPfQvfis5DPWURzqhLrGbe/zjrlxf4neyDVGLP8gG//59jw4jpbwkp655794D/F91fdY+vVSVHRUsI7icEqjCkWRqaxjuKSCiAWo0HqzjnEFk4XD3784g38fLmYdhRBCCGHudPNpLN6/GHnNeayjOJzC0IFzESNZx7A5DjzsbIplHYMJCwds+LYEqz47DZOZ+k6QK1FhwkXtKtmFlT+s9Ih+Er3JCvHMX+xDwQm88HTDLNYx+vTmkQtYtSufXrQIIYR4rKPVR/GnQ39Ck7aJdRRmskPjWEewOX3QCKf8cMiRPjtZgwc/Pgmd0cw6CnEyVJhwQR8Xfoznjz8PC+fZb9yyBfQLbbAuRM3DWaUf6xj92nWyBvd9lAONwcQ6CiGEEOJQ+0r3YeX3K6Eze3Zj6CyB+93nlvuls47gFL4714Tfv5cFhdYzeqaQgaHChIvZdHoTXj3xKusYTuGUqhJGvnM0cHQFHE+ANc2zWccYsB+Km7F4UyZaVHrWUQghhBCH+KToE6z+aTVMHBXmT6mq3O4+70ej5/WX6E1OpRx3vXscjR2eXYAjl1BhwoX859R/8Gbum6xjOA2tSYsz0WNYx3AZNdG3IKvdn3WMQTldo8Dt//0FFS2eu2SJEEKIZ3gr9y2sy14HDtQcEAA0Jg0K3Ow+b0eT+y1PGYpzDUrc8c4vKGtWsY5CnAAVJlwAx3F4JfsVj9oOdKCygiJZR3AJHHh4vv1m1jGsUtWmwR3v/IL86nbWUQghhBCbs3AWvJj5It49/S7rKE7Hne7z9IHDUarxYR3D6dTItbhz43GcqVGwjkIYo8KEk7NwFjx3/Dn8r+h/rKM4pWweTfMfiKao6/BNSxDrGFZrVRvwhy1Z9KJFCCHErRgtRjx97GnsKN7BOopTcqf7vApJOusITqtVbcCSzZn4+UKL3a+1d+9eJCUlQSgUYsqUKSgqKgIAfPzxx4iLi4NEIsHs2bNRUVFh9yykOypMODGTxYRnfnwGn5//nHUUp3VaWQmdiKrP/XlVPZd1hCHr0Jnwh/ezUFjXwToKIYQQMmQGswGPHXkMByoOsI7itPLd6D7vJxP1l+iLSm/C8g9O4GBBvd2uUVpaiuXLl2PdunWora1FfHw87rvvPpSWlmL16tXYs2cPCgsLER8fj2XLltktB+kZFSaclNFsxF+P/hVfl3/NOopTM1gMyI0ZyzqGU5NHTMfnjeGsY9hEu8aI32/JQkmjknUUQgghxGpGixFP/PAEfqr9iXUUp+ZO93k7mhJYR3B6BrMFj32ah2MlzXYZv6ioCGvXrsWiRYsQHh6Ohx9+GDk5OcjNzcXUqVORkZGBuLg4LF++HCUlJXbJQHpHhQknpDPpsOL7Ffiu6jvWUVxCdkAo6whO7U3j71hHsKk2tQFLN2fhQhM1SiKEEOJ6zBYznjr2FI7WHGUdxSW4w32eQZaMErV7zPywN4PZgof+dxKnquQ2H3vu3Ll46KGHur4vLi5GSkoKUlNTceTIEeTm5kKhUODtt9/GDTfcYPPrk75RYcLJaIwaPPztw/i59mfWUVxGNkc7NvRGFZqB92tjWcewuRaVHks3Z6KcdusghBDiQiycBat/Xo1vKr9hHcVluMN9XqV0POsILkVjMGP5BydQ3GC/GbIGgwHr16/HI488gtTUVCxcuBAZGRmQyWTIysrC+vXr7XZt0jMqTDgRs8WMvx79K3Iac1hHcSlnlZVQebvWNpiOsoV3O+sIdtOk7CxOVLVqWEchhBBCBuTFzBfxVdlXrGO4FHe4zztuGsk6gstRaI34w5YsVLfZ5z5vzZo1kEgkeOCBB5CZmYl9+/YhKysLSqUSS5YswZw5c8BxtHWvI1Fhwom8euJV/Fj7I+sYLsfMmXHSzfa5tgVdcCo2VCWxjmFX9QodlmzORF27lnUUQgghpE9v5r6JXSW7WMdwOWbOjBwX7zOxqyWedQSX1KTU4/dbstCk1Nl03G+++QYbN27Etm3bIBKJsGPHDixevBiTJ0+GRCLBiy++iLKyMuTn59v0uqRvVJhwEtuKtmHbuW2sY7isLP9A1hGczqeiO1hHcIjadi3u3XoCKr2JdRRCCCGkR58UfYJNpzexjuGysqQy1hGsZgxIxBmlH+sYLquyVYN7tmRDoTHaZLyysjLcfffdeOedd5CamgoAMJlMaGxs7HqOUqmEWq2G2Wy2yTXJwFBhwgn8WPMjXj3xKusYLi3bTFtIXs4YkIQXKz1nW6pzDUqs2HYKZgtNuSOEEOJcvi77Gq9kv8I6hkvLNilYR7BatT/1lxiqcw1K3PvhCWgNQysUaLVazJ07FwsWLMD8+fOhUqmgUqkwbdo07N69Gxs2bMC2bduwYMEChIeHIy0tzUY/ARkIKkwwViIvwapjq2DmqCI3FCXKKsj9glnHcBp7/BbCzHnWP+/vi5vxwv5C1jEIIYSQLqebT+PZn58FByqcD8V5VTXa/EJYx7DKcTP1l7CFk5VyPPi/kzCYLFaPcejQIRQVFWHz5s2QSqVdX1OnTsVTTz2F119/HcuWLUN7ezt2794NkUhkw5+A9IfHUVcPZlq0LVj61VLUq+tZR3EL68UJuKn4GOsYzJmk0Rjbtg5as4B1FCaenz8a91yVwDoGIYQQD9ekacLi/YvRrG1mHcUt/EuUiJtLnGOL1XK5BYmBA/sA6HavTTilkNg5kedYOCEG6+8cxzoGsQPP+kjViWhNWvz5uz9TUcKGsv2krCNYrVxuffX3t74JWOixRQkAeG5fIX4obmIdgxBCiAfTm/VY+f1KKkrYULZkYG/ut+YZwHuu44qvrXmGXs/hOA6v/qzHsDdVCHlViUe/0kJt6Pzs9tsyE0L/pcTLP+oBAEXNZmTWDGyms8k/jooSNvbZyRp88HM56xjEDqgwwQDHcfj7j3/H2dazrKO4lWxD65DHaNVYkPgfJSraLQN6vD8X2iwIeqV7/4uhvMD1x+ITgr9XTrDJWK7KbOGwYluuXfe+JoQQQvry3C/P4UzLGdYx3EqWvmVAz1s6VgT5U9Kur+rHJQjx5WFGvLDXc7bkGvFGlgGf3O6Dn+/1RXadGQ991bkTxLsnDdg01xubTnUWNj4rNOGO1N7Huly1f8aAnkcG56WvinC8dOj3/cS5UGGCgQ2nNuDbqm9Zx3A7Feo6NAZEWX1+i8aCuZ9qUdHODejx/pTLLbh1mwby3+xwNJQXuP78FHIn5EbbjOXKlHoT7t16As1KvV3G37t3L5KSkiAUCjFlyhQUFRUBAD7++GPExcVBIpFg9uzZqKiosMv1CSGEOK8Pz36IfWX7WMdwO1WaejTIYvp9nljAg8z70tdH+UbcPlKIpD6WXnyUb8SqaWJMjhZgRIgAz83ywt5znbtAtGk5jIvonImqNnAQCTqvMRBZllEDeh4ZHJOFw6PbTqFGrmEdhdgQFSYcbPf53fig4APWMdxWdpT1DYYWf6bF4tFXvqnv7fH+3LpNg/vGX9k0ZygvcH3hvPzxVPWUIY/jLmrbtXj4fydtvlNHaWkpli9fjnXr1qG2thbx8fG47777UFpaitWrV2PPnj0oLCxEfHw8li1bZtNrE0IIcW6/1P6CDSc3sI7htrIiB7fjmM7E4T9ZBjxzjVefz2vRcIgLuPS2SMDjQXDxW6mYhya1BRwHbC8wYvGYgTdE3N0WP6i8ZODa1AY88NFJ6Iy0gYC7oMKEA51oOIEXMl9gHcOtZfl4W33upnk++MvUK1+4enu8P/uX+uLO0Ve+eA3lBa4vJ8MXol4ntslY7iKnUo4N35TYdMyioiKsXbsWixYtQnh4OB5++GHk5OQgNzcXU6dORUZGBuLi4rB8+XKUlNj22oQQQpxXZUcl/nrsr7TTmh1lD/I+b9sZI6bGCJAg6/stT3oEH3uKTV3ff5BnwI3JnR9K3TVahBkfaHDrMCEq2i39jvUrkzQa2e3+g8pLBqewvgP/2FvAOgaxEZrz7SAKvQJPH3saJoup/ycTq2XrGq0+t7cpfn1N/etvvJ56Uvz6And/hmhQL3B94US+eKpm+pDHcUf//eECpiUHY1qKbbYZmzt3brfvi4uLkZKSgtTUVBw5cgS5ublISkrC22+/jRtuuMEm1ySEEOLctCYt/nLkL1AaqL+RPWXpBtc0fmOOAc/N6v/DpbXXe+OWTzS45gM1OvQcTjdacGyZLwBgyVgR5gwTorDZjJoODtd/pAYA7F/iCx9R7zNeawMmANT71O525tRgUkIQ7pwYyzoKGSKaMeEgL2W+hCYt7RRgb/XaZlQHO/e0uSVjRWheJcXv00RICxfg+o/UuP4jNbRG65ccFEbMR6nGx4Yp3YeFA1buyEOryvb9JgwGA9avX49HHnkEqampWLhwITIyMiCTyZCVlYX169fb/JqEEEKcz/oT61GqKGUdw+01altQEZI0oOdeaLPgQpsFs5P6/xw2QcZH4SN+2DTXG3EBfNyQJMA1lzXLDPDm4eAFE7yFQIgvDyG+PHxf0feHjSeov4TD/GPvWWp67gaoMOEAB8sP4kDFAdYxPEZWxDDWEfplzQtcbziBGM80XmvjhO6lSanHk7vywXG27TexZs0aSCQSPPDAA8jMzMS+ffuQlZUFpVKJJUuWYM6cOTa/JiGEEOdyrOYYdpbsZB3DY2RHpAzoeTvPGjF3uAiiAfbx4vF48Pfi4dsyE9bN7r5kpFVjQZAPD+06DiOC+RgRzEerpu/X9y/kCQO6Lhk6rdGMhz85CZWeZqa7MipM2FmTpgkvZr3IOoZHyfZy/j4L1rzA9aYsci5Od9Ae2f35obgZm38ss9l433zzDTZu3Iht27ZBJBJhx44dWLx4MSZPngyJRIIXX3wRZWVlyM/Pt9k1CSGEOJdWbSue/flZ1jE8SqZYMKDnHbxgwrUJ3Z/boedgNPd+v/XiMT3uTBUhI7L7eZ+cMWLpWBFk3jxUKjhUKjgE+vRe8DBLIvGzPGBAOYltlDWr8Y891G/ClVFhws7+8cs/oNArWMfwKNmaWoddq78XuN4M9gWuNxxPgH+0Uh+DgfrXoWLkV7cPeZyysjLcfffdeOedd5CamgoAMJlMaGy81ONEqVRCrVbDbKYmaIQQ4q7++cs/0aZrYx3Do+Soa8Ch73smrZFDVq0ZV8V2LzCkvaPCV+d7/lT9QpsF2wqMeOm6K3tSGM1AqB8fsxKEKGgyo6DJjFkJvS8RqZNlDOAnIba2O7cW3xVZ32+OsEWFCTvacW4Hfq79mXUMj9Oql+NC+HCHXKuvF7i+DPYFrjd1UTdSRX4QjGYOj23PhVJntHoMrVaLuXPnYsGCBZg/fz5UKhVUKhWmTZuG3bt3Y8OGDdi2bRsWLFiA8PBwpKWl2fAnIIQQ4ix2Fu/E0ZqjrGN4HLlBgZKIvreH9xHxoF/jj5Eh3QsTFSulWDCy593QUoL4UDztj9iAK98ePTmts1gh9eLh5AMSnHxAAom49+LICS61vx+D2MnqLwrQMYT7PMKOVYWJFStWgMfjdX2lpHSu9SooKMCkSZMQGBiIVatWdVtbbe2xjz/+GHFxcZBIJJg9ezYqKiq6ZWltbUViYuIVj//q6aefxrx587o91t+YtlDVUYV/n/y3zcclA5MVlmj1udw//XvcKaOnx/t6gQM6mylx/7xyq6jBvsD1mBM8vNhxy6DOIUBlqwbP7Su0+vxDhw6hqKgImzdvhlQq7fqaOnUqnnrqKbz++utYtmwZ2tvbsXv3bohEttkOlhBCiPOoUFRgfQ41OGYlK9S5G53vbU9gHcFjNXTo8NL+ItYxiBWsKkycPHkSX331FeRyOeRyOXJzc6HX6zFv3jxMmDABOTk5KCwsxNatWwHA6mOlpaVYvXo19uzZg8LCQsTHx2PZsmVdOVpaWjB37txeCwsFBQX473//i9dff73rsf7GtAWzxYxnfnoGWpPWpuOSgcvuY/smd9ESOQsHmm2zBaan+exkDY6VWLeH14IFC8Bx3BVfiYmJ+Oc//4nKykoYDAacOnUKEyZMsHFyQgghrJksJjz949N0n8dQltB5G0ub/cJwtDWQdQyPtiOnGj+db2EdgwzSoAsTJpMJBQUFmDFjBmQyGWQyGaRSKQ4cOACFQoHXXnsNycnJWLt2LbZs2QIAVh/Lzc3F1KlTkZGRgbi4OCxfvhwlJSVdWRYvXozFixf3mJPjODz44INYuXIlkpOTux7vb0xb2FKwBaebT9t0TDI4OepqWHjuvVJpvW5e/08ivXpm9xloDNS9mRBCyOBsOr0JZ1vPso7h0U6qKmHiD34JrCM0UH8Jp/D07tNQ0y4dLmXQ79xOnz4NjuOQnp4OHx8f3HzzzaiqqkJ+fj6mTp0KX19fAEBaWhoKCzunS1t7LDU1FUeOHEFubi4UCgXefvtt3HDDpUZ/mzZtwl/+8pcec27evBl5eXlITEzE/v37YTQaBzTmUBW1FuGd/HdsNh6xTodBiaJI990/WhE+FTvqI1jHcGm17Vq8erCYdQxCCCEupLKjElvObGEdw+OpTRqcjR7NOkaPTvKcM5enqZFr8crBc6xjkEEYdGGiqKgIo0ePxqefforCwkKIRCI8+OCD6OjoQGLipXX9PB4PAoEAcrnc6mOpqalYuHAhMjIyIJPJkJWVhfXrL63nS0pK6jGjSqXCmjVrMGzYMNTU1OC1117DjBkzoNPp+h1zKAxmA/7+099hslB1zhlkh8SyjmA3b5vns47gFj46XoHcKjnrGIQQQlzEy1kvw2AxsI5BAGQFRbOO0KO9cuv7nBHb+jizElllraxjkAEadGHi7rvvRmZmJiZNmoTExES89dZbOHz4MCwWC7y8um+v4+3tDY1GA6FQaNWxzMxM7Nu3D1lZWVAqlViyZAnmzJnTrTlmT3bv3g21Wo0jR47g2WefxeHDh9He3o6PPvrI6jEH4u28t3Gh/cKQxyG2kSWwsI5gF+rQdGyqce6mT67CwnV2bzZbnHetKiGEEOfwTeU3+LmOdltzFtk85ysQWXxC8F1rEOsY5CKOA576/DR0Rtq63RUMeRG+TCaDxWJBREQEmpu7N5NTKpUQi8UICgqy6tiOHTuwePFiTJ48GRKJBC+++CLKysqQn5/fZ6aamhpMmTIFQUGdvxiEQiHS0tJQXl5u9Zj9qeqowseFHw9pDGJbuaoqGPnutyPCVv5trCO4lcL6Dnz4SwXrGIQQQpyYxqjBqydeZR2DXCZPVQmDwKv/JzpQYxD1l3A2Fa0arD9ES3ddwaALE0888QR27tzZ9f2JEyfA5/MxduxYZGZmdj1eUVEBvV6PoKAgTJo0yapjJpMJjY2NXceUSiXUajXM5r6rXrGxsdBqu3dKrqysRHx8vNVj9md9znoYLbRnrjPRmDQoiB7DOoZN6YNGYH1VCusYbue1b0rQ2KFjHYMQQoiTevf0u2hQN7COQS6jN+uRF5vGOkY3p6i/hFN6/+dyFDcoWccg/Rh0YSI9PR2rV6/GsWPHcOTIEaxYsQLLli3DjTfeCIVCgY8++ggAsG7dOsyePRsCgQAzZsyw6tj06dOxe/dubNiwAdu2bcOCBQsQHh6OtLS+fwndeuutKCoqwsaNG1FTU4M33ngDeXl5uPnmm60esy9Z9Vn4vvp7q88n9pMVFMk6gk3t8FoIjnP/rVAdTaU34YX9haxjEEIIcUJlijJ8VPgR6xikB5myMNYRutmn6Ln/HWHLwoEaYbqAQe+zc88996CoqAjz58+HVCrFbbfdhrVr10IoFGLTpk1YunQpVq1aBbPZjKNHj3ZexMpjd911F4qLi/H666+jvr4eY8aMwe7duyES9T09PygoCAcPHsSTTz6JJ554AhEREdi+fTsSEhIQHx9v1Zi9sXAWmtrnxLJ5ejzEOoSNGP3j8UJlKusYbmv/6Xrcf007xsXKWEchhBDiRNZmraXG5k4qm9OwjtDF4hOEQy3UX8JZHTnXhMyyVkxNCmYdhfSCx9mi6+NlamtrkZOTg2nTpiE0NNQmx5zZrpJdeP7486xjkF6I+WL8XFULb6O2/yc7ud3Rq/BE6XjWMdzatORgbLt/KusYhBBCnMTB8oNYdWwV6xikF0KeED/XNsFXr2IdBY1RszGl7F7WMUgfxsXKsPfR6axjkF7YvDDhSdRGNebsnoM2XRvrKKQPmxCBq8qzWccYErNfBNLa10NtHnK/WtKPj+6djBnDXac4SgghxD6MFiPmfTEPtapa1lFIH97mx2BG6S+sY+BgzF/w0IUprGOQfry9NAO3prnXUm93Qe9yhmDr2a1UlHAB2QGu/ybzu8BFVJRwkFcOnrPJ9sGEEEJc254Le6go4QKy/ANZRwAA7Fcks45ABuBfh87BaLawjkF6QO90rNSma8NHZ6kRkivI5tSsIwyJxScIz1RNYB3DY5yt68C+0/WsYxBCCGHIYDZg0+lNrGOQAcg2d7COAM4rAAeov4RLqGjV4NPsKtYxSA+oMGGl9868B43JeRrukN6dVVZC5e3POobVjofciVaDdc1ZiXX+fbiYqumEEOLBPiv5jLYHdRHFyiq0+7ItCrQET4CZo7dVruKN785DpaeGts6G/gVZoUHdgB3ndrCOQQbIzJlxMnoM6xhW4cQS/K2amjE6WiVV0wkhxGPpTDq8d+Y91jHIAHHgkB3D9j4vjz+a6fXJ4LSoDNh0rIx1DPIbVJiwwjv578BgMbCOQQbBWdYfDlZe+B2o1XmxjuGR3vjuAjQGqqYTQoin2VG8A83aZtYxyCBk+0mZXv8rJfWXcDXv/ViGJqWOdQxyGSpMDFK5ohx7L+xlHYMMUrZZwTrCoHFCbzxVN4N1DI/VotLjw18qWccghBDiQBqjBu8XvM86BhmkLGMrs2tzXlJ81ez6jdY9jcZgxjs/lLKOQS5DhYlB+qDgA5g5M+sYZJBKlNXM1x8OVnHkfJSofVjH8Ggf/lJBvSYIIcSDbDu3jXZcc0EV6jo0BbDZArItKANGC4/JtcnQ7DxRjQ6dkXUMchEVJgahXdeOr8u/Zh2DWMEZ1h8OBscX4e9N17OO4fEaOnTYl1/HOgYhhBAH0Bg12Hp2K+sYxEpZUaOYXDdf6Dr3l6Q7tcGMHdnVrGOQi6gwMQi7L+yG3qxnHYNYifX6w8GoiLoVpxQS1jEIgM0/lrOOQAghxAH2lu6FQu96Sz9JpywfbybXPUD9JVza1l8qYLZwrGMQUGFiwCycBTuLd7KOQYaA5frDweB4fPyf/AbWMchFRfUd+PlCC+sYhBBC7IjjOHx67lPWMcgQZOsaHX5NTuyHL5vCHH5dZ2Vsd70tdmvbtThY4Hq53REVJgboaPVR1KpqWccgQ8By/eFgNETdgKOtrrmLiLva/CNtKUUIIe7seP1xlCtohpwrq9c2oyo4waHXlAdnQG9xrrdTmvOZqN34J1S++jvUf/QEjC2XliqYtR2o2fgnmBSDK+IY5XWo/s/ibo9pK/JQ/cZSKI53fnBrbKmGoa546D8AA1t+ovs8Z+Bc/5KcGFXR3UNW5EjWEfq1VjmHdQTyG0dLmnG+Uck6BiGEEDv5tIju89xBVsQwh17vjJP1lzDK69H69euQzVyGmEc/hNA/DK0H3wAAmDUKNH32HMyDLUq0N6Dps+dg0am6Pa7KO4Dgm/8MZf4hAIC6+Cf4jphmmx/EwU5VtSOvup11DI9HhYkBKFeUI7M+k3UMYgPZvr6sI/SpNXIm9jXRllPOhuOA96jXBCGEuKUaZQ2O1R5jHYPYQLaX0KHXO6hyrv4SxtZqyGbcA79R10DgFwjp+DnQN5wHALR8+Sr8Rg1+G/rmz56DJO3GKx636JQQhSV1/rdBB55ACJ5ANLQfgKEtP9F9HmtUmBiA7ee2gwM1RXEHLNYfDsZrunmsI5BefJFXixYVNb8lhBB3s/3cdlg42hraHWRr6sDBMVt3ciJf7GkKd8i1Bso3ZTKk4y/NvDW21UAkiwIABN28Av4T5w96zNCF/4TfyKuveJwn9oVF3Q5wHNRFx6wqejiTA2fqUdeuZR3Do1Fhoh8aowZfln7JOgaxkTptE6qD4ljH6FFH2CR8Uh/FOgbphcFkwfbsKtYxCCGE2JDGqMHuC7tZxyA20qaX43z4cIdcqz14PLRmgUOuZQ3ObERH9heQZnQWKkSyCKvG6e08v5HXoGHb0/BJngSzohHCAOcq0gyWycLhw+MVrGN4NCpM9OPL0i+hMqr6fyJxGdkRjnnBGqx3udtYRyD92H2KGuASQog72V+2H0oD9RByJ9lhCQ65zlmRc/WX+K32Yx+DJ/aGZNzNdhnfL3UmYh/7BJLRsyAKS0Tj9r+jcfvfYTG67uzST7OqoDGYWMfwWFSY6Mf2c9tZRyA2luUtZh3hCpqQsXi7OoF1DIdztW2lylrUyK2Ss45BCCHERrYX032eu8kSOmYpx2G1YxttDoa2PBfKvAMImbcKPIH9+m7wvfygLTsFnlAEvk8A+D4B0Fedttv17K1DZ8Khs651b+pOHNshxsVk1WehVFHKOgaxsROaOtYRrvCx4A6m1zdrO1D/4eOIWLIWwoBwqM58i9avX7/iecFzVkIydnav43Ach47sz6HKPwSLTg3fkdcgcNZy8MXe0FbkoeXLV+E/aQECrlrUua1UU5nVUwtZ2X2qFuPjaDtXQghxdefazuG8/DzrGMTGTqqrYOYJIODMdrsGJ/TB507WX+JXxvYGtOxfj6AbH4E4xL7Ll83aDvB9JLDo1BAFRV98zLVnIO3Lr8dt42NYx/BINGOiD7RFqHtq0behNMx5qtyGwGFYV8UuT0/bR/mlzkTsX7Z3fUU/vBV8H394xfY9bVF1+jCUOfsQMveviLj7VRjqS9B2+O3OY26yrdT+03UwmKhJGiGEuLoD5QdYRyB2oDSqUBiVatdrdASPg9rkfP0lLEY9mj97Dr7DpsJ32FRYDFpYDFpwXN9N/C16DTjz4JcwqM/+AL/UWeB7+8HU0QRTRxP43hJr4zuFH883o11jYB3DI1Fhohftunb8UP0D6xjETrLCEllH6PKZz0JwnGOmHfakp+2jeAIR+N6Sri/12SPwHT6t39kN6oIj8J9yO7yiRkAUHAPZ1UuhOd+51a67bCsl1xhx5FwT6xiEEEKG6GD5QdYRiJ1kBdv3E+9CcZpdx7eWrvwUjK3VUOUfQvWGO7u+zB1937fUvf9naEtPDP6CFhMEvgHwjh0LY3MljM2V8I4ba2V652A0czhQQMs5WKClHL04WnMUZjtOASNsZYv5WMo6BACTfyyeqxjNNEPQzSsgkkVA/t3mHo9zJgM6cr5E5D3/7ncsi7YDQv/QSw/w+ODxOuuf7rSt1O5TNbh5jGstQSGEEHJJXlMe6tTOt7ST2Ea2wIT77Dj+N5pkO45uPd/hVyH+qf19Pqen4zEPv9/nOcKA8B7P8598OwCA7+WLyGX/GURS57Yvvw5LJjvnLn7ujGZM9IJmSwyModk1pzqdUFfDwmP/1/9r/zuht7DN0e8siMIf4BU1YkDbQInCkrpmSACA6sy38E7MAOBe20r9UNwMudo1/+4TQgihZRzuLldZAaPAPs3OOYEXdjVG2mVs4hwyy1rRpNSxjuFx2L8zc0IGswE/1/3MOsaAdZzqQPGqYhTcW4DS50uhq+v+D6lhZwMqN1QOeDz1OTXOP3MeRX8uQsvBlq7HVWdVKFpRhOb9zQAAXZ0OmlKNbX4IB+swKFEUOYppBrNfGFZXpDPNMBDKvAOQpt8yoOcGzrwH+roSNHzyN9S9/2dozv0IacatANxrWymD2YL9p+mTNkIIcUVmixmHKw+zjkHsSGfWIy/GPksKlCHjoDTRpHN3ZuGAr07Xs47hcagw0YPM+kxoTVrWMQZE36RH7ZZaRNwZgZEbRkIULELd+5feMOlqdGg70oaIuwc27dzUYULlfyoRMDUASWuS0H68HaoiFQCg7fs2RC+LRtsPbQCAjhMd8J/ob/sfykGyQ2KZXv+HoEVO/8JmlNfBJK+Hd0L6gJ4vDAhH1H3vIPimFRD6h8I7YTy8L2uY6U7bSu3Jo8IEIYS4ohONJ9Ciben/icSlZQfaZ8llkZP2lyC2tS+f7vMcjQoTPfi++nvWEQZMX6dH+B3hCJgcAGGAEEHXBUFb0VlU4TgOdVvrEHxjMLzCvAY0XvvxdggDhAj9XSi8IrwQNj8M8mNyAIBZbYZ3rDcAwKK3gCfggS903b9CWQJ2OytYvGV4unISs+sPlObcT/BJnjSoPbB5PB54Xj7QVeZDNvOP3Y79dlspUVC0y24rlVslp+UchBDigqjppWfIhn0+ZPxOm2KXcYlzya1uR43cNWeGuyrXfVdpJxzH4Wj1UdYxBsw/3R9B1wV1fW+oN0Ac1rmmTn5UDm2VFuJQMTryOsCZ+t4qCAB01TpIUiXg8Tp3ifBJ8oGusnNpCN+bD1OHCeCA9sx2BEwJsMNP5Di5qioY+Wx2hcgOvRPNBuffkUJbdhLecVd+MtDftlKKX3bAd8R0eEV0f/F2p22lLBxwtKSZdQxCCCGDYLQY8W3Vt6xjEAc4rayARuxn0zE5vgi7GqNsOiZxThwH7Mun5RyORIWJ3yhoKUCz1jXfbFhMFrQcbEHQdUEw68xo/LwRXuFeMLYZ0XqoFWUvl8Fi6HuWgEVrgSjk0htmgY8ARrkRABAwJQDlL5dDOk4KY4sR4lD7NBVyFI1Jg4LoMf0/0cY4sR/+VnOVw687WBajHvr6YnhFj7ziWF/bShnldVAXHoVsxj09DOpe20p9X0zbhhJCiCvJbcyFQq9gHYM4gMliwikb95lQh6RBbnTuZbjEdmg5h2PRv6zfcKVlHL/V9HkT+F58BM0KQntWOyx6CxKeSoBQIgQ3l8OFNRfQ/ks7gmYF9T6IAOCLLtWreCJeVzFDNlUGaZoU+jo9jG1GlL9SDgCIfzwefLFr1riygiIxvjrXodc8HX47qs57O/SaA/HbbaD4Ii/E/3VPj8/ta1spUWAU4h7f2eMxd9tW6lhJMywWDnw+j3UUQgghA3C8/jjrCMSBsgOCcbUNxzvnPc6GoxFnV1jfgaYOHcL8ne++3R255rtJO/qh5gfWEayiKlCh7fs2xDwUA56QB2ObEb7JvhBKOmtPPAEPXrFe/W7vKfQTdi7XuMii7ewl8SuBrwDKM0rwRDwIpAIIpAKoi9T2+aEcIJvn2B0hOIEXnq6f6dBrEvuRa4zIrW5nHYMQQsgAHa+jwoQnyTTbto8V9ZfwPMfLWllH8BhUmLhMjbIG5+XnWccYNEOTAdXvViPqnih4R3dW9ERBoiuWbRhbjBAH9738wifRB5qyS41etFVaiAIvLe0wqUwQ+Alg1pjhFeEFrwgvmFS99xpwdvnKSuiFjquCno/6HYpUvg67HrG/H2g5ByGEuASFXoGitiLWMYgDFauqoPCR2WQsji/EZ43RNhmLuI5MKkw4DBUmLvND9Q+sIwyaxWBB5euV8M/whzRDCrPODLPODOm4ziUXbUfaOntMfNMKXZUOkrGdjQbNWnOPzTCl46XQlGigKlKBM3NoPdgKyZhLzQkVxxWQTZVB4CuAsdUIY6sRAj+Bw35eWzNYDMiNdUyPA44vxJrm6x1yLeI4PxS7Zk8aQgjxNFn1WbBw7HbkIo5n4SzIsVGfCU3wGJdoXE5s63gpFSYchXpMXMYV+0uozqigr9NDX6eH/Ki86/Hh/xqOhCcT0LC9AfXb6yEMECL24diuhpUX1lxA5NJI+E/w7zaeUCpExOIIVK6vBN+XD76Yj+h7L1WHORMHob8QfiP90LSn85PiyD9EOuAntZ/sgDBMdcB1qqNuQfYF//6fSFxKQZ0CzUo9QqUD25KXEEIIG9RfwjNlSQJgi4+Fir3TbTAKcTUVrRrUtWsRJfNhHcXtUWHiog5DB041nmIdY9D8J/hjzNaed5YQh4qRtCapx2Mj/j2i1zGDrw+GZIwE+jo9/Eb6QeBzaUZEyC0hADp360h5zj3W2WVx9u+RwYGH5+Q32f06xPE4rnM5x50TY1lHIYQQ0ofMukzWEQgDWUbbfOL9vX6YTcYhrud4aSvumBDDOobbo6UcF51uPg0T57q9EmzNK9wL/uP9uxUl3FWhsgpqL6ldr9EYNRvftfaxGwpxadnlbawjEEJIlxUrVoDH43V9paR0fpBQUFCASZMmITAwEKtWrQLHXVrSae2xjz/+GHFxcZBIJJg9ezYqKiq6ZWltbUViYuIVj//q6aefxrx587o91t+Y1qhWVqNGVTPkcYjrKVPXokUaPqQxOJ4AOxrpjamnogaYjkGFiYsKWwtZRyCMmDgTTtp4n+vfelV9q13HJ2zl0c4chBAncvLkSXz11VeQy+WQy+XIzc2FXq/HvHnzMGHCBOTk5KCwsBBbt24FAKuPlZaWYvXq1dizZw8KCwsRHx+PZcuWdeVoaWnB3Llzey0sFBQU4L///S9ef/31rsf6G9NatBuHZ8uKTh3S+drg0WjSU38JT0V9JhyDChMXFbVSl2ZPluUfaLex5RHTsbsxzG7jE/ZKm1VQ6oysYxBCCEwmEwoKCjBjxgzIZDLIZDJIpVIcOHAACoUCr732GpKTk7F27Vps2bIFAKw+lpubi6lTpyIjIwNxcXFYvnw5SkpKurIsXrwYixcv7jEnx3F48MEHsXLlSiQnJ3c93t+Y1spuyB7yGMR1ZfkObUe08z7jbJSEuKLadi2qWjX9P5EMCRUmLqIZE54t29xht7H/Y5hvt7GJc7BwwJkaBesYhBCC06dPg+M4pKenw8fHBzfffDOqqqqQn5+PqVOnwvfiG7S0tDQUFnbe+1h7LDU1FUeOHEFubi4UCgXefvtt3HDDDV1ZNm3ahL/85S895ty8eTPy8vKQmJiI/fv3w2g0DmhMa51pPjPkMYjrytY3Dun8H/S992YjnuF4WQvrCG6PChMA2nXtqFPXsY5BGCpWVkHha/tZE8qwidhaR2sSPUEuLecghDiBoqIijB49Gp9++ikKCwshEonw4IMPoqOjA4mJiV3P4/F4EAgEkMvlVh9LTU3FwoULkZGRAZlMhqysLKxfv77ruUlJPTfgVqlUWLNmDYYNG4aamhq89tprmDFjBnQ6Xb9jWqNN10b3eR6uVtOEmqA4q87leHxsb6J7OU9Hyznsz2aFCY7jYDabbTWcQxW20WwJT8eBQ3ZMz7ubDMV73AKbj0mcE/WZIIQ4g7vvvhuZmZmYNGkSEhMT8dZbb+Hw4cOwWCzw8uq+rbG3tzc0Gg2EQmG/xy6/z/v1WGZmJvbt24esrCwolUosWbIEc+bM6dYcsye7d++GWq3GkSNH8Oyzz+Lw4cNob2/HRx99ZPWYfSloKbD6XOI+siOGW3WeLigV9TqxjdMQV0MfQNmfVYWJRx55BHq9vttjR44cQWrq0BrLsELLOAgAZEn8bTqeNng0/lPd86dFxP1QYYIQ4oxkMhksFgsiIiLQ3Nzc7ZhSqYRYLEZQUFC3Y4888sgVxy6/z/v12I4dO7B48WJMnjwZEokEL774IsrKypCfn99nppqaGkyZMgVBQZ27VQmFQqSlpaG8vNzqMftytuWs1ecS95HpbV1x4YIv9ZcgQHWbBjqja34I7yqsKky8++67VxQmRo8ejaqqKpuEcjQqTBAAyDbYdsvHbaI7bDoecW7NSj1q27WsYxBCPNwTTzyBnTt3dn1/4sQJ8Pl8jB07FpmZmV2PV1RUQK/XIygoCJMmTep2bOPGjVcc+/U+7/LzTCYTGhsvrd1XKpVQq9X9zqCNjY2FVtv992VlZSXi4+OtHrMvdJ9HAOCExrrlPEcN1F+CdPYTu9CkYh3DrQkH8+SPPvoIQOeyjW3btnU1QuI4Dt9++y0mTpxo+4QOQDtyEAAoV9ei2T8CoR0NQx7LIEvC2krrpgwS15VX1Y5omQ/rGIQQD5aeno7Vq1cjIiICJpMJK1aswLJly3DjjTdCoVDgo48+wj333IN169Zh9uzZEAgEmDFjBhQKBR544AFcffXV4DgOw4YNwyeffAKz2YzGxkbccccdmDhxYrfzpk+fjnvvvRcbNmxAeHg43nvvPYSHhyMtLa3PjLfeeitWrFiBjRs3Yu7cudi9ezfy8vJw8803QyaTWTVmX4rlxVafS9xHi74NpWHDkdw08F1eOPCwk/pLkItKGpUYEx3AOobbGlRh4oMPPgDQ2fjok08+gVDYeTqfz0dKSgo+/fRT2ye0M4VegRpVDesYxElkRY3CXBsUJvb43gkzR71lPc3p2nbcmhbJOgYhxIPdc889KCoqwvz58yGVSnHbbbdh7dq1EAqF2LRpE5YuXYpVq1bBbDbj6NGjANB17I477sDWrVu7Hvv1vi8hIQFZWVkIDAxEUVFR13l33XUXiouL8frrr6O+vh5jxozB7t27IRKJ+swYFBSEgwcP4sknn8QTTzyBiIgIbN++HQkJCYiPj7dqzN50GDpQr6636lzifjLDEwdVmNAHjURVnbcdExFXUtJIMybsicdZ0U2Iz+ejvb0d/v62XZPPQmZ9Ju4/fD/rGMRJ3BY4Fs+f+mpIY5ik0Rjbtg5as8BGqYiruCE1HJvvcc2ZY4QQz1BbW4ucnBxMmzYNoaGhPR5bsGABFApFt/u8vs5zZjkNOVh+aDnrGMRJXBeYiv+cOjjg5xfGLsGc8/PsmIi4kutHhmHLskmsY7itQc2Y+NWDDz54RfdmV0XLOMjlsnRD2+caAA4H3AltMxUlPFFlq5p1BEII6VN0dDSio6P7PPbQQw9dcZ/X13nOrEQ+8E/HWTGpTDDUGyCOEEMoterW3CqGZgPEoZ6120SOuhoWHh98zjKg5/9I/SXIZUqalKwjuDWrfvu988470Ov1qK6uvmL7prg46/YIZoUaIpHL1WmbUB0Uh9g26xq5WnxD8Exlho1TEVdR2aoBx3Hg8XisoxBCiNXc6T6vTFHGOkKf2jPbUfdRHcQhYugb9Ii+NxqyqTLUfVyHtu8uNeUWh4kx/NX+e1c1f92MloMt4AwcJKMliFoeBaFECNVZFao3ViPkphCEzg2Frk4HXZXO4woTHQYliiJTMbqu/y1kOfCwo9m1/r4T+6qRa6ExmOArdlwB0ZNY9af61ltvYdWqVTAYDN1esHg83pC6JrNQ1EYzJkh32RHDrS5MHAteBEUb/bLyVHqTBfUKHaKoASYhxIW5031encq6nRgcwaw2o/6TeiT9PQneMd6Q/yxH465GyKbKoK3UIv7xePimdDaaH8g+eupiNdp/bkfSM0kAH6j/pB4NnzYg5v4YtH3fhuhl0aj/tB6hc0PRcaIDIbeG2PcHdFJZIbEDKkwYAoejrJ76S5BLuIs7c6TFyFhHcUtWdef7xz/+gVdffRU6nQ4Wi6Xry9VerMwWM2qVtaxjECeTZeU+15xXAJ6ummzjNMTVVNByDkKIi3OX+zwATt340qwzI3JJJLxjOt/8+sT5wKw2gzNz0Nfo4TvCFwI/QeeXT/9LRLVlWkjTpPCK9IJXuBdkU2XQN+o7r6U2wzu28zoWvQU8AQ98oWc26c4WDOzvcYUk3b5BiEuiBpj2Y9VvJH9/f1x//fVWd0h2Fi3aFpg4E+sYxMlYu891TtgdaNB71pRIcqWKFg3rCIQQMiTucp8HOPeMCXGwGLJpMgAAZ+LQcqAF/hP8oavWAQBK/1GKs/efRcX6ChhaDf2O5xXthY6THdA36WHqMEF+TA7JaAkAgO/Nh6nDBHCdy0cCpnjuloenVJUw8vv/u/2TkfpLkCudb6Q+E/ZiVWHizTffxAMPPICCgv6nQTmzBs3Qt4Uk7qdzn+thgzqHE/nhqdqr7ZSIuBJqgEkIcXXucp/XrmuHxuT8xWJtlRbn/nIOqgIVIpdGQl+nh1eUF2IeisGwtcPAE/BQt7X/Aos0TQpxuBjn/3Ye5x47B4vegtBbO3dQCZgSgPKXyyEdJ4WxxehxvSUupzVpcSZmbL/P29Ec74A0xNVcaKIZE/Zi1WL4xx57DK2trRg3bhwCAwO7bSdVVubcTYYu16ge+g4MxD1lhSUiuen8gJ9fELEAZedpHSKhpRyEENfnLvd5dWrnnS1xOe9YbyT8LQEN2xtQs6UG8Y/Fd82kAIDIP0SiZFUJzFpzn0s6FNkKGFuNGPbyMAikAjTsaEDNuzWIWxEH2VQZpGlS6Ov0MLYZUf5KOQAg/vF48MWet6QjKygCGX20EzPIUlDSQP2iyJWaVXrWEdyWVYWJrVu32jgGG40aKkyQnmWL+Fg6wOdyAjH+3jDLnnGIC6GlHIQQV+cu93n1KuftL3E5Ho8Hn3gfRN8XjZK/lsCsNkPgd6kAIfAVABxgajf1WZhoz2xH0LVB8Irs3Oo1cmkkih4u6hpP4CuA8owSPgk+EEg7x1EXqSEdJ7XvD+iEsqDHw30cr5SOB2hiNelBq6r/ZVXEOlYVJhITE22dg4kGNf3GIT3L0dQMeJ/r0qh5OHPezwGpiCuoa9eyjkAIIUPiLvd5zj5jQlWoguq0ChGLIwAAPEHnVtNNe5vgm+KLgMmdfSC05VqAB4iC+umLYEZnH4mLTO2d//3rziomlQkCPwHMGjO8Iry6HvNEp5UV0Ip94WPo+cOEn00jHZyIuIpWNc2YsBerChMJCQng8Xhdv+h4PF7XMVfq2NykaWIdgTgphaED5yJGIrW+sM/ncTwBnm2Z7aBUxBUo9SaYzBYIBZ43NZYQ4h7c5T7PmRtfAoBXpBeq3qiCOEIMyVgJmnY3QTJaAu94bzR+3ghhgBCcmUP9/+ohu1oGvlfn64pZawZfxAdPyOs2nu8wX7QcaoEoUASemIfWw63wSfGBUNJ5u684roBsqgyaUg2MrUYAgE+SZy5XMFqMyI0ei2nlWT0e39US5+BExFXojBao9Sb4eVn1Npr0wao751+3jLJYLFCr1fj+++8xa9YsfPfdd7bOZ1fN2mbWEYgTyw7t/0WpNvpmHJd7bmdr0rN2rZF1BEIIsZq73Oc581ahACAKFCH20Vi0Hm7FhdUXYNFbEPNADAKnB8J/oj8q/1OJ2vdqIRkjQdTvo7rOu7DmApT5V+4MEHxjMAKmBKDpyybUba0D34ePmAdiuo5zJg5CfyH8RvpBV6ODrkYHv5GeO+MzKyCkx8eNAUk4q/TcPxfSvzY1LeewBx73azl8iNRqNWbMmIGTJ0/aYjiHuG3vbbjQfoF1DOKkrpaNxDu5h3s9zoGHh6Vv4GBzsANTEVfw7RMzkRImYR2DEEJsxhXv8/7w9R+Q15zHOgZxUmP8E/Fp/tErHi+NvQPXn7+DQSLiKr54ZBrGxwWyjuF2bDbXuKmpCfX1zl2Z/i25Ts46AnFip1RVMPF7n6bVHHUdFSVIjxRaqqQTQtyLK97nqU20SxLpXZGyCkrvK2e9HjdTfwnSN5oxYR9WN7/87XrD+vp6rFy50la5HEJhULCOQJyYxqRBQfQYpFfn9Xj8X5pbHRuIuIx2DS3lIIS4Lne5z9MYaZck0jszZ8aJ2LG47vxP3R7/rCWeUSLiKmhnDvuwyXahPB4PMTExSEpKskUmh1AalDBZPLMTMRm4rKCoHgsT7RFXYVdFhOMDEZdAhQlCiCtzh/s8AFAbacYE6Vu2JADXXfa90T8eeU20FJP0rZVmTNiFVUs5Zs6ciZkzZ8LHxwctLS3w8fFxuRerdl076wjEBWTzev7F87ZxvoOTEFdCzS8JIa7MHe7zACpMkP5lmdq7fV8TMJ5NEOJSWlW0Zag9WDVjora2FvPnz8f58+cRFRWFuro6DB8+HHv37kVUVFT/AziBdn076wjEBeSrKqEXesPLpOt6TB2ajs3VtI0U6Z1CQ5V0Qojrcof7PKPZCKOFisSkbxdU1WiVhCJY1blTX6Z5FONExBVQjwn7sGrGxIMPPoiJEyeiubkZRUVFaGxsREZGBu6//35b57MbrUnLOgJxAXqzHnkxY7o99j7vdkZpiKugGROEEFfmDvd5GhP1lyADkx09uuu/P29NYBeEuIwOHbUDsAerZkz89NNPOHPmDMRiMQDA29sbq1evRlpamk3D2dPlTZ0I6UuWLBxTLv63LmgkXqtOZpqHOD+Nwcw6AiGEWM0d7vNoGQcZqCw/P9wCwCSNQU6zlHUc4gLMFgvrCG7JqhkTY8eOxYcfftjtsQ8//BBjxozp5Qznw+fZbKdU4uayuUufumz3uhMcR0Ut0jeLhWMdgRBCrOYO93lUmCADla3vXMZRG5DBOAlxFWa6zbMLq2ZMvPPOO7jpppvwySefIDExEWVlZVCpVDh06JCt89kNFSbIQJ1VVkLjJYHIOxQvVdLe1qR/Zo5esQghrssd7vOoMEEGqlrTgLrAOGRx1F+CDAzNmLAPqwoTY8aMQUlJCfbt24fq6mr88Y9/xNy5c+Hn52frfHZDhQkyUCbOhJyYsWjWXQ1jI82WIP0z04wJQogLc4f7PA70e5gMXFbkMHxRnsA6BnERdJ9nH1YVJr7++mvs3bsXRmNng7eioqKuKvr7779vu3R2xLduFQvxUD/KYrAtcxzrGMRF0AsWIcSVucN9npBn1S0u8VA/+gTguDyAdQziIug+zz6s+q199913Y968eUhOdt0mgDRjgvTHmxNioWI4ZpwXQZZfgusn5aIpLB46kxwGdT0UTVXQqZSsYxInNDxsOoAJrGMQQohV3OE+T8inwgQZuN/9wMO1IVrozA1Qy0vQWlsO0LJM0otor1QA01jHcDtW/dZetGgR0tLScP/993d1bHY1VJggPZFwYixqG47pJTz4nzwPTnm661jA15/CXyBEx+zlKJPcCohMCIzTw1eqgEDQCqO2Hh0tNVDLWxj+BMQZ8AQC1hEIIcRq7nCfR4UJMlAPN6ch/KvjCI5uRs74VdCoUxEQZYB/UDPMhjK01hRBr1axjkmcCI9P7yPtwarf2gaDAStWrMBjjz3W9RjHceDxeDCbXWObPCpMkF8FWLyxuHUYppZwkOSUgNPkAUCPq1N5ZhMCDm1GOu89qK69G+U+16ClzgtAGIDOpkn+UUZIApQQilphNjRC1VaDjuYGcJx7N8pR6w1oVqoQKpXAz8u2N7KtKg2CJb42HdOe+FSYIIS4MHe4z6PCBBmIdEMErtteDA6AsPYCxkXuRlbAfOg1YjRrogFEg+d1NSJjFBCKa6BqLYa8rpJ1bMIYnwoTdmHVb+3vvvsOe/bswbhxrrvmnsejJoaeLMTih8UtyZhUZILvqRJwulwAPRcjesLjOEiP/A9p+B80029HeewNaGzoLDwYtCK0aYMABAEYBgDwDTVDGqiC2KsNFlMTNIpaKBprYDaZbP/DMZBbVYfdJ88g0M8XzUoVFk0ah/FxUX2eU9rUis9PnoFKb8D1o1Iwc0QSAKCksQWfZOZixvBEXD8qBY0dStS1d7hWYYJPhQlCiOtyh/s8EV/EOgJxct6cEM985QVOdWkHF5+cQxg3dzhyVZftwsbxIG+SAZABGANZrAHSwAaYdGVoqSqCUad1cHLCGo/u8+zCqsLE7Nmz8dprr2Hp0qXw9vbuduyee+6xSTB7E/DoL5SniTRLsbgpCRlFBnidOgcYTwEYeDGiN74/78Zo7EbSpJtRlTIPtfVXPsdsFKC9KQBAAIBEAIA4wAJpkAZePu2ApQk6ZR3aG6tg1OmGmMixtAYj9uSexSPXTUNkgBQnK2rw1elzfRYmVDo9Pvg5BzOGJ2F8XBT+l3kK0YH+SAkLQWZpJRZOGIsv8wtx/agUnK5uwLUjXWudM19AlXRCiOtyh/s8mjFB+vNqwVjwzp244vHA/W9i2JJXcb6+511odCoxdKo4AHEQ+s1ASGI7hIJqdDSfg6Kx1s6piTOgpRz2YdVv7fLycvB4PHz66afdHufxeC7zgkUzJjxDvEmGu5oSMK5AA1F+CWA6abdr+Zw4iBEnDiI+7RrUjFmE6np+n32TOAsfHS0SABIAMQAyIPDhEBClg49fO3hogV5dB0VTNXSqDrvlHiq9yYT56amIDJACACJl/tAajH2ec6qqDlJvL9yQmgIej4cbUochu6waKWEh0BiMiJL5d40t4PMgdLE3+rSUgxDiytzhPo8KE6Qv98hHI2L/lUWJX0V//iw6bn+9azZsbzgLH/KGX2fJjkNQvA6SgAYYNKVoqToHk0Fv2+BuyNWW6wKAyMuLdQS3ZNVv7e+//77P41OnTsUXX3yByMhIq0I5Am0X6r6GGYOxqCEOowtUEJ4pAcyObUbpffpHpJz+EXHDJ6J24t2obPCCZcDbCvGgkvtAJfcBEAlgLCDCxSabHRAIWmDUNkDZWg1Vm3M02ZT5+iAjPhoAYLZYcLS4DGNjIvo8p669AylhwV0FwrggGb4+UwwA8BIKodLrAQ7Iq6pDej9LQpwRX0A3xIQQ1+UO93m0lIP0ZoQxBPO2V/Q5Y5Zv0GPkdy9BPe1ZqBQDX3ar6fCGpiMBQALEAdciPLQNfH4VFA1F6GhpHGp05jYfy0Z6bCQmJcb2+bwtP55AUX1T1/fDwoLx4KypbrFcFwC8JVLWEdySXe6ei4uLu/a+dla0lMO9pBpDcWddDEadVoB/9jzAsf/lLy7JQWJJDmLjU1E/fTnKmvxgNlm3cESr9IJWGQogFL822ZRGGSGVKSEUtl1sslnNtMlmXXsH3vkhE0I+H3+7eWafz9UbTQj3l3V97yUSokPbuYQlPS4S//3+OKYkxkGu1iLIz7VerADAy0/COgIhhNiNK9znUWGC9ETI8fF/hwPAtTf0+1xBcw3Syv+H7IilMBkGf29lMfHRWh8CIARABoITNfCT1kOvuoCW6hKYnfzf0G+dqqxFcUMz0mP7L0jWyhV48qYZkPl0LgXj8zs/iHKH5boAFSbsxWM/1hMJ6AXL1Y03ROL22kgMz2sF71wpgB6aOzgBYWUhYitXISoyEQ0z70dpW6BVL3C/ZezWZDMFwOVNNuWXmmw21TjkxS8yQIqHZk7Bvvwi7DiRj2XTJ/b6XD6fB+Fl6/NEfAEMps5O7+PjojEyIgyNHSootDps/CETAPCnqydBJHSNgqKP1J91BEII8Wi+Il+I+CIYLa715o/Y18vn0yE4nT3g53uf/hHpEcORg4whX1vd7gt1ezKAZHgHzoYstA08VEJeV+j0W81r9Absyy9CqLTnvhuXa9dowQFdS3y7jeMGy3UBwJs+gLILjy1MhPiEgM/jw+LmWzi6myn6aCyoDkdyXhNwvgJANetIAyaoL0f09r8jIjgSzdc/hAvKcBi0tt12rXuTzQQAgNjfAmmgBl6+7YCl+bImm7btIs3j8RAdGIDFk8fhpf1HoDEY4SvuuQDoKxZBrTd0fd/54nTphclHLEJxQzNiggK6th690NyKUZFhNs1sLz7+VJgghBDWgn2C0aDu/5Nx4hkWdoxA/Bc5gz7P//AWjLwrEecaA22WxWwUoLXu15mwExGarIKPXx20HRfQWn0eFifblvfL/CKMiQ6H0dz/+6bqtnZYOA4v7PsOGoMRo6PCcPuEsfAVi9xiuS5AMybsxfVKVDYi5AsR4h3COgYZgBnaOPyrJAM7P43Ek69VInlX9sWihGsStNYjYuc/Me2nv2NscC18/OxbH+QsfHS0StBcHYPm2vFQdtwKvs9DCE54GLFjlyJu7A0ITx4LH2mAVeOfb2zBvvyiru/5F/tG9NVeNjZQhsq29q7va9s7EOBzqfO7Wm+Ar1gEncGIUKkfQqV+0FxWyHB2vlb+Wf6qtbUViYmJqKio6Hps7969SEpKglAoxJQpU1BUVDSgY796+umnMW/evG6PrVixAjwer+srJSWl61hBQQEmTZqEwMBArFq1CtxlnVytPfbxxx8jLi4OEokEs2fP7vbzEUKIrQV7B7OOQJxEvEmGxTsaAIt1H0hG7vonou34HlrZJkFT9XAoFXPgF/pnxIxZiuhR0+B72bJXVi40teBCUwtuTRvZ/5MBNCvViAkMwP0zJmPlDdPRptbiwJlzAC4t1x0VGeayy3UBwEdKhQl7sEthwlV2vAj3C2cdgfRitiYRrxWOx67/heHPr5ch/vNsoMJ1ZkcMBF/ZhtDP12LKkScxTlYOP3/HTWDigQe1wgfNNRFoqhkLRdsN4IR/gizmUcSM/gPi0uYgcngGJMGh/Y4V5i9BZmkVMkur0K7R4qvT5zA8IhQ+YhF0RiPMPdwEjI4OR3lLGy40tXQ1zBwRcalQeKqyFuPjouAtFkGu1kKu1sKnl9kXzmgoMyZaWlowd+7cbm/aS0tLsXz5cqxbtw61tbWIj4/Hfffd1++xXxUUFOC///0vXn/99W6Pnzx5El999RXkcjnkcjlyc3MBAHq9HvPmzcOECROQk5ODwsJCbN26dUjHSktLsXr1auzZsweFhYWIj4/HsmXLrP5zIoSw4yr3ecE+VJggAI8DXvohHJaWVuvHsJgx7Kt/IiDI/vciRr0ALbURaG2YCrNgOcKH3Y+4tDkIiU0Bj+fYz5SNZjM+yynA7Rlj4C0a2M9+3agU3D9jMiICpAj3l+LWtJE4XdM5c2l8XDT+73c3ICM+GpEyf2z8IRMbf8iE0eRcM0T6QzMm7MMu74S4vvZIdCIRfhE403KGdQyCzheNW9TJuKnCH1E5VeDqzwNAnx2T3QVfq0LwnvUIFHtBceP9KBWloUPOZk2sTu0FnfrXqYWdlXH/SBP8ZB0QiTqbbKrltVA014G7WHAI8PHGPdMysDevEPvyizAiIgRLJo8DAPz70I+YPz4VY6K779Lh5yXGvHGjsPlYNrxFIogFAiyalNZ13MxxkHh7ITk0GIfPlgAAbg8dY/8/ABsZSo+JxYsXY/HixcjMzOx6rKioCGvXrsWiRYsAAA8//DBuvvnmfo8Bnb+PH3zwQaxcuRLJyZcaTJlMJhQUFGDGjBmQSLqvlTxw4AAUCgVee+01+Pr6Yu3atXj00UexfPlyq4/l5uZi6tSpyMjoXKe7fPnyrsyEENfiKvd5NGOCAMDzFRkQnxh4X4ne8BUtGHtmI7KTH4BB55g30jzwoGiRovOebCSkESb4hzTBYixHW00hdCqlXa//beF5xAYFIDXK+g9zfS4u3zWZzRAKBC6/XBegwoS9WFWYKCkpwfDhw3s9LpfLrQ7kSOG+NGOCJQF4+F1HCmaXSxCWUw6uqXO7SNe43bE9vkGPwP1vYYJACOX1f0Sp/xTIW9g37TLohDA0/KbJZrAZ0iD1xSabjQiOqUNqbNQVTTZXz72u13GnpyRgRHgoGpUqJIcGdavEzxqRBADwFgnx+A3X2PxnsiseDz7+1i/l2LRpE5KSkrBy5cqux+bOndvtOcXFxV3LLvo6BgCbN29GXl4e7rvvPuzfvx833XQTRCIRTp8+DY7jkJ6ejtraWsycORObNm1CXFwc8vPzMXXqVPj6dk6xTEtLQ2FhIQBYfSw1NRVHjhxBbm4ukpKS8Pbbb+OGG26w+s+JEGI/7nKfF+JDS3Y93Rx1MkZ8dspm44nPn8L4qB+Qzb8GLOpzBp0QLTVRAKIA0TREDO+A2KsGqrZitNVVwtahTlXVQa03YM0XhwB0zqDIr65DVVs77pgwtsdzPvzlJGaNSEJ8cGdPjuq2dki9vSAUdDYw/+1yXQAutVwXALwl1PzSHqwqTIwbNw6jRo3CXXfdhUWLFiExMdHWuRwiwi+i/ycRmxJzAtzWMQyzSr0QcqIMXFvnWnhPLUb0hGc2wf/wFqTz3od61lKUhc5AS9PA99B2BLNJgPYmfwD+AOIBAGIpB2mQGl4+7QDXDJ2qDorGahi0ml7HCZH6IWQAHZ5dia9/AIQDnO7Yk6SkpD6PGwwGrF+/Ho8//ni/x1QqFdasWYNhw4ahpqYGH3/8MV566SV8//33KCoqwujRo/Hmm28iJCQEjz32GB588EEcOHAAHR0d3X6v83g8CAQCyOVyq4+lpqZi4cKFXTMmEhMTkZWVZfWfEyHEftzlPo+Wcni2CLMEy3e1gzPZ9h7K7+h2jL4jBQWt/W+baV88tDf/2vB8NGTRBkgDG2E2lKOlqrDP+6+BevTaq2C5rNixL78I8UEyTEqMhc5ohEgg6Na8HAAiA/zxZV4hfpeeCrXegIMFJZiWHN91/NflupVt7ZCrOxuxxwXJhpzVkWjGhH1YVZhoaWnBgQMHsGfPHrzyyisYNmwYFi9ejDvvvBMxMTG2zmg31GPCMbw5Ie5sH4ZrLogReOI8OEUBACpG9IfHcZB8/wnS8AnU0xagMu4mNDQ47y4yHMdDR6sEgARADIDx4HlzCArXw1fSDh6vBQZNPTqaq6HtaGcb1o4kQfa9EV6zZg0kEgkeeOCBfo/t3r0barUaR44cQVBQEJ555hmMHTsWH330ER544AHcfffdXee+9dZbSEpKQkdHB4RCIby8vLqN7e3tDY1GY/Wx4uJi7Nu3D1lZWUhNTcXLL7+MOXPmIDs722XWqxPiKdzlPo+Wcni2V36OB1efb5exwz5/EfFL30BlnfNsY65Ti6FTxwKIhcDnGkTGt0MkqkFH8zm0N1jXp03m69Ptey+hEH5eYvh5ifHS/iM9Lte9flQy2jUabDqaDYm3GFclx+O6UZeWkrrDcl2R2Kv/J5JBs6ow4efnh4ULF2LhwoUwmUz44IMP8Le//Q2rVq3CtGnTsG7dOkybNs3WWW0uwpdmTNiLhBNjUdtwTC/hwf/keXDKzl4eVIywjt8ve5D6yx4kTbgRlSPmo7aOdaKB4YEHjcIbGkUEgAgAYwABIIsxwC+gAwJBK4y6Bqhaq6FsbWId1yakA2gYaq1vvvkGGzduRGZmJkS/mZXR07GamhpMmTIFQUFBAAChUIi0tDSUl5dfMbZMJoPFYkF9fT2CgoJQUFDQ7bhSqYRYLLb62I4dO7B48WJMnjwZAPDiiy9i48aNyM/PR3p6+pD+XAghtuUu93k0Y8Jz/b16PHx+PmHXayTuXQPlLf9CW4tzzWoFOj8skjcGAggEMBaBcXpIZA0wakvRWnUORr3OqnEXX+whBvS+XFfA52PRpHFYNGlcj8dderkugIAw+mDbXqxu7Xr+/PmuF6aVK1fi+uuvx6effoo//elPWLhwoS0z2g0t5bCtAIs3HmoZiw9+HoMP3gBu3pQH6Q+54JQq1tHchvfJwxix7VFMb92O+CgzXPWDZp1ajNa6EDRVj4C8eSaMlt/DP/IxRI1ajri0+YgeNRWyiBjw+K63o7E02D43wmVlZbj77rvxzjvvIDU1dUDHYmNjodVquz23srIS8fHxeOKJJ7Bz586ux0+cOAE+n4/Y2FhMmjSpW/PNiooK6PV6BAUFWX3MZDKhsbGx65hSqYRarYbZyfZqJ4R0cof7vFAf+xWKifOapY3H+J32mSlxOb66A2OyN8Dbztu+24JW6YXm6ni0t1wHkfQhRI36I2LHXAf/MNbLUVyPf9jQ3j/SlvC9s+quf+zYsRg3bhyysrLw+OOPo6mpCZ999hnuvPNOzJgxA6GhrvFCEOITAgHPeaZguaIQix9WNKXhw6OpeO8/Jly3ORd+x/LAaYa+ro30zuvMj0je9him12xBUpQBfL6LViguY9AJ0dYQiKbqZLQ2TINOvwi+wSsQPvw+xKXdgZjRMxAckwSBSMw6ap/sMWNCq9Vi7ty5WLBgAebPnw+VSgWVSgWO4/o8duutt6KoqAgbN25ETU0N3njjDeTl5eHmm29Geno6Vq9ejWPHjuHIkSNYsWIFli1bBl9fX8yYMQMKhQIfffQRAGDdunWYPXs2BAKB1cemT5+O3bt3Y8OGDdi2bRsWLFiA8PBwpKWl9fpzE0LYcJf7vBhpDIR853/TSGwn0OKDR3frwBkc00xRWHUO6a37Xeo+zGLmo60hGM216TAYlyAo4RHEpd2G8OSxTn+P5QyGMmOCtoTvG4+zYs+n//3vf5g/fz6kUtdv/HH9ruvRpHGPKeSOEmmWYklzMsaf1cErtxgwst85wtOZ4kaifvq9KGuRwmx03j4UtsDjcZAEauDt2w5wzdCr6tHeWGmTJk+2MOfPT2LUNdcOeRwej4fy8nIkJCRgz549uO222654Tnl5OfLy8no9lpCQgMzMTDz55JPIzc1FREQEXnvtNSxYsAAA8Mwzz2Djxo2QSqW47bbbsHbtWvj5dTYj3bNnD5YuXQqpVAqz2YyjR49i9OjRVh/jOA7PP/883n//fdTX12PMmDHYvHkzJkyYMOQ/K0KIbbnTfd78PfNRpihjHYM4yHtZafA/YrtdOAaqdf6TyFf03bzaFQhEZshC28BHFeQNhVC1NrOO5HRm3/coxt1wi3Xnzp6NefPmYeXKlV33afv370dNTQ0eeughAMD333+Pm2++GXq9vs9jQOfWzVdffTWuv/56PP/8813XMZlMCAoKQl1d3RVbwu/Zswf33nsvampq4Ovri/z8fDz66KP46aefrD722WefYefOnV0zcX/66ScsWrQIdXWDW3tuVWGiqqqq12NxcXGDHY6pu7+6G6dbTrOO4fTiTTLc1ZiAcWc1EOWXADbucExswxSZgKaZ96NUHgSj3nULFC0d9QjxH9z0Qr8ALXwlHZ1NNrX16GiqgoZBk827125ARPIwh1/XHmpra5GTk4Np06Zd8QmptccIIc7Pne7znvjhCXxT+Q3rGMQBVjaMw7QPTjK7fuXSf6O0zpvZ9e1BEqiBr6QOOuV5tFSdh8VM9/+L/rEWsaOtm+1ZVlaGpKSkbh8+/dbGjRvx5ptv4uzZs/0e27RpEx5//HG89dZbCA0N7doS/tSpU5g5cybCw8Ov2BL+ueeeQ1ZWFr7++msAncWN4OBgtLW1WX2ssLAQM2bMwDfffIOkpCQ89NBDEIvF+PDDDwf152PV/LaEhATweLyudSWXd1R3tfXC4X7hQAvrFM5pmDEYixriMOaMEoIzJYCF/qCcnbC+AlHbVyMiKAJN1z+EUlUE9Fr7/pt8+6unMSFlFqaOuLnf5zYravGvLx7Fq8v2dD12ruYktn73Eq5NW4ibxi9Fg7wSNa2lgy5MqBU+UCt8AIQDGH2pyaZ/BwTCVpj0jVC1VqOjtcnm+3z/isfjIzjWtW7a+xIdHY3o6GibHiOEOD93us9LDHDNrU7J4EzWR2P69kKmTdbjPluNjtteR3Oja/0b6YtK7guVPAVACnxDboQstAWwVKKtrhCa9jbW8ZgIjLJ+ZyLaEr5vVhUmLJZLn8RqtVqcOHECzz33HJ599llrhmMqyi+KdQSnMtoQhoX1MRiVLwe/8ALANfZ/EnE6/LYGROz6P4RJg9B640O4oI+HVmX7KveJ89+iqOYEJqTM6ve5LR31eOfA36HRK7s9/nPRfiyZ8QR2H38HN41fityyY7ghfbFN8nVunRUCIATACACANNwMiawDIrEcZmMjNO21UDTVwmKDm21ZRARtIUUIcXnudJ+XFOD60+tJ3yScGH/dC3C/afbsaDyDDqOOrYNm0jNQd7jfzAKTQYCW2nAA4QBvMkJTVPDxrYVGcR6t1RfAWVx3pu5AiX18IQkMstv4nr4l/JA7Avn4+GDGjBn48ssvMWPGDJw8yW4KlTVSg1P7f5KbG2+IxO01kRie3wreuVIALrIXJekXX9mG0M/XItjbD/KbHkIphkOlsM2LpVrXgd3HNyJcFjug52888HdMGzkHe7I2/WYcJaKDO28c9UYtBHwhhAJRT0PYhFEvuGwLrYtbVgVZIA1Uwcu7HZy5CZqOWigaq2EaZPOskNgEm+clhBCWXP0+L1mWzDoCsbN/5aUCpTmsYwDonLk6rmoHskLvdPueX8pWCZStIwCMgDTcBP+QZnCmcrTVFEKr7GAdzy6Couw3G5S2hLdBYeJXTU1NqK+vt9VwDjM2dCzrCExM0UdjQXU4knObgAsVAKpZRyJ2xNepEbz33wgUe6HjhvtQ6jUOirahNS3dfXwjxiVeDaNJP6DnP3TLS+Dx+FcUJrzFPlBq28FxHE6Wfo8JKUNvHDlYFhMfimZ/AP4A4gBMhFDCQRaohY+vHDy0QKeqg6KxCnqNutdxQuLiHRWZEEIcylXv8xL8E8Dn8WHh3PtNoqd6oGUMgg86R1HiV955R5B+y3CcNHrOewyDToiWmkgAkeCEVyF8mBJe3jVQy0vQWltutyW0jhYUPbAP4wbLllvCX3vttXjiiScwdepULFq0CMCVW8K/9957Xef8dtt3a46ZTCbI5fKuY9ZuCW9VYSIxMbHbtAyTyYSGhgasXLnSmuGYipXGIsg7CG06918nNVMbj7lVwUg4VQ+uohJAJetIxMH4Bj1kX72NDL4Aytl/RJn/FLS1DH4GRUltLkrqcvH3O9/DZz+/NaBzQvyj0KpsuOLxjORr8fqXj2PayDloUzYiWDq0/aFthuNB1eYLVZsvgGgA48DzAoJCdfCVdoDPa4ZB24COluqudZYhcQksExNCiE24032et9AbkX6RqFXVso5CbGysIQw3bL/AtK9EbwIObMTwxS+jpMGfdRSH44EHRYs/gFQAqQiIMsA/qBlmQxlaa4qgV6tYR7SaPZqb97TtOwD4+flBp9P1euzWW2/FihUrsHHjRsydOxe7d+/u2hLe19cXq1evRkREBEwmU69bwt9zzz29bvs+mGPTp0/Hvffeiw0bNiA8PBzvvfeeVVvCW1WY+HXPUrPZjNbWVkRERCA6Orrfhh7OamzIWBytOco6hl3coE7ELZWBiD1VA666FECpU/4CJ47Fs5jhf/h9pON9qGYtQXn4zAE3azKaDPj0xw246+q/wEfsN+QsE1Ouw+jYyaiXV6Jd3YI39v0VQOcMC7HQ+fo1aDq8oenwBhAGYDTAAwKiDZAEKBGWMJJ1PEIIGTJ3u89LliVTYcLNeHECrPnaF5zSeZcfR+96FspFb6K+3rNn6+g1YjRrogFEg+d1NSJjFBCKa6BqLYa8zrU+JI1MGWHzMQ8dOoSioiIUFRVh8+bNXY//uiV8b8cSEhJw8OBBPPnkk3jiiScQERGB7du3IyEhAQkJCSgqKura9vnXLeGBziUfmzZtwtKlS7Fq1aqurd2Hcuyuu+5CcXExXn/99a4t4Xfv3n3FkpT+WLVdaEtLCx599FHs2bMHJpMJAoEA8+bNw3//+1+Eh4cPdjjm3s1/F2/lDexTX2fH44A56hTcVC5F5MkqcPXUvJIMjGbaAlTG39TvC+iX2VvQpmzEsuv/DgD4+PtXMCxq3IB25WhVNuCf2+7GWw9+d8Wxr05sRVzocJw433lsyogbMTpuihU/CRtiHyHue+2aQTX5IYQQZ+Ru93lvnHoDm89s7v+JxGW8fjYDUV9ms47RL0tQBE7OeB7K9qEtn3VX3hIDpIENMOnK0FJVBKOObQPTvghEIqzYuhMCof36oDmSM24Jb9WMiWXLloHH4+GXX35BXFwcampq8MILL2D58uVde5u6ElfvMyHk+PidKgXXl/oiLKcCXPM5AKCZEWRQfH/Zg1G/7EFixg2oGrkANb18CHHywhEote1Y9cHvAAAGkx6nyo6isqkYd13zF6uurdIp4OsthdagRpiscxsmtc61GieFxkmoKEEIcQvudp83Pmw86wjEhn7fnoqofSdYxxgQflsDxhW/j6y4P8Ko9+yZEz3RqcTQqeIAxEHoNwMhie0QCqrR0XwOikbnmuUUlpDkNkUJwDm3hLeqMHH06FGcOXMGCQkJAIDQ0FBs2LAB48aNs2U2hxkbMhY88MC50Ft5MSfAbYphuLbMG8EnSsG1FQKgYgQZOu9T32D4qW8QP+Zq1KQtQlW9oFvPopW/ex0W7tKyjy+Ob0RCeCqmDr8JWoMaYoEXBILB/WrJOf8dJqZcj4rGQrSpOmf5xIe51rKIsDjPW0dKCHFP7naflx6WTg0w3cQwYzDmb6+CFRO+mREXZSI9ajhO8KbQjXofOAsf8oYgAEEAxiEoXgdJQAMMmlK0VJ2DyTCwZuv2EpEynOn1PQHfmpNuvPFGbNu2rdtju3btwqxZs2yRyeGkYikSAxJZx+iXNyfEH9pTsSk7DZ+844U73ilA0KEccG3y/k8mZJC8Cn5C8rbHcHX1e0iK0oMv6JwNECgJRbA0ouvLS+QDibc/JD4BeHnX/Sioyhz0tcwWE6Q+MgyLSkd9WwXq2yowPCrdxj+RfYUlUGGCEOIe3PE+L0WWwjoGGSIBeHju2yBw8nbWUQZN+t1HSA1pZh3DpWg6vNFUnYD21ushDngY0an3IHbMLPiHsFlOZo/+EqS7AfeYuPbaa7umKev1ehw/fhxRUVGIj49HTU0NqqurMXnyZGRmDv5NiTNY89Ma7C3dyzrGFaQWL9wpT8H083z455wHp3TdTrbEtRnjRqBh+p9Q1iJ1+725rbHslenwC3C+Zp2EEDIQ7n6f92Lmi9hRvIN1DDIEr5RkIPFz5+8r0RuOx8OFJW+iuo6WfQ6VRKaFr7QOetUFtFQVw2wa/A5zg/Wn/2yGLCLS7tfxZAOeb71s2bJu3z/wwAO2zsJUWmia0xQmAizeWNI2DFPOWSDJKQGnzQdAs78IW6KqYsRW/Q2R4fFouvYBlMqDaL3kRYGRflSUIIS4NHe/z8sIy6DChAu7XTkciV/ksI4xJDyOQ/K+f0B148uQt9r/jbQ7U7X7QNWeDCAZ3kGzIQttBY+rhLy+CGp5i82v5yP1p6KEA1i1K4c7Otd2Dnfuu5PZ9UMsfljSkoyJRSb4nioBp9Mxy0LIQJiDwtFy/UO4oI6EXjOwrUbd1dhZMZixmNYeEkKIs2pQN+CGz25gHYNYIc4sw78/ALhm27/hZMGYlIbsEY9Ar/Xseyd7kQap4ONXB23HebRWX4DFPPQ/58TxE3H70/839HCkT1Y1v3RHw2TD4CP0gdbkuG1qIs1SLGlKwvhCPbxyiwHjKQA0M4K4BkFbI8J3PYdQiQytNz6MUkMCNCrP/AQgZmQg6wiEEEL6EOEXgUi/SNSr61lHIYPA44C1P0SAay5gHcVmRGWnkR71DbLF14H6sdqesk0CZdtwAMPhF2pGQEgzOHMF5LWF0HS0WzVm9IhUm2YkPaPCxEUCvgCpwak42XjSrteJN8mwuDERaWfVEOWXACb7Xo8Qe+Or2hG6+2UEe/uh/aYHcAEjoVJ4ToGCxwOih8tYxyCEENKP8WHjUV9OhQlX8n+VGRBnu25fid74/fQ5xt4+DKfbYllHcWtGvQAttREAIsAJpiB8mApePrXQyEvQWlMGboCVoYRxGfYNSgBQYaKb9NB0uxQmhhmDsaghDmPOKCE4UwJY3GMqGiGX4+vUCNq7ARPFXuiY/SeUeqdD0WZkHcvuQuOk8PJ1n32tCSHEXU0In4Cvy79mHYMM0M3qZIzadYp1DLsJ2b0OiUtfR3kd3UM4Ag88KFqkAEYCGAlphAn+IU2wGMvRVlMInUrZ43m+ATKEJSY7NKunosLEZWbEzMCWgi02GWu0IQwL62MwKl8OfuEFgGu0ybiEODu+QQ/Z1/9FBl8A5fX3oEw2FW3N7juDInoELeMghBBXcE30NawjkAEKM0vwp88U4Byw2wJL8btXQ/m719DS5N4/pzMy6IRoqYkCEAWIpiFieAfEXjVQtRWjra4SuNiGMW7MuK4di4h9UfPLy1g4C2btmAW5Xm7V+eMNkbi9JhLD81vBO1dq43SEuC71zMUoi5iF5kb3a/Q077FxiEsNZh2DEELIACzatwhFbUWsY5B+bP1xDHx/ymMdwyFMMcNwIv2v0Hpony5n5O1ngDSwEWZDOdJvuA6jrpnBOpJHoBkTl+Hz+JgRM2NQ24ZO1UVjfk04knObgAsVAKrtlo8QV+V3dDvGYjs0V/0OlfG3oL7BPbo9CYR8RKbIWMcghBAyQNfGXkuFCSf3dO14+P50gnUMhxHWnEd65BfI8v8dLGb6vNgZ6NRi6NSx4PFikZA+lXUcj8FnHcDZXBt3bb/PmamNw7+KM7Dr00g8saESybuyLxYlCCF98T3+JUZtfxjTOr5ATBQAF58ZFzsqECKxgHUMQgghAzSQ+zzCzjW6OEzYcZp1DIfzOXEQ43zOsY4xZC0d7tVcNjwxAD5SMesYHoNmTPzGtKhp8BJ4QW/Wd3v8RnUSbqkMQMzJWnA1ZQDKaFtPQqzkfepbDD/1LRJSr0J1+mJU1QvhiovKksaHso5ACCFkEEYGjUS0JBq1qlrWUchvBFi88dgXBnB6ff9PdkOB+99AypJ/4UK9r92ucfzcQRw5vQvt6makxk7GndNXQOIT0Ovzv8r5EAdOfnTF44/N+zcsFjO2fvcSrk1biJvGL0WDvBI1raUI8Y+0W35HS0ijpbqORDMmfsNH6IOpkVPB44C5qmS8cWY8dm0Nxn1vlCB67wlwNXWsIxLiNsSFx5G87S+4umozkqN04AtcZwoFj89DQloI6xiEEEIGaVbsLNYRSA/W5wwHV1HDOgZTMZ+vQXiEfWZinqs5ic9+eQu3T3sYzyzcDJ1Rg82H/9HnOTemL8Gry/Z2fT2zcBMk3jLEBqfg56L9WDLjCfxS9BUAILfsGNIT3avBbGIafQDlSFSY6MFKrznYuUWGe94sRsT+E+DqaUcNQuxJVJqH+G1P4uqS/2B4pApCkfP/aopKCYCPxLrpfStWrACPx+v6SklJAQAUFBRg0qRJCAwMxKpVq3B5b+K+ju3duxdJSUkQCoWYMmUKioqKBnSstxz9nddXFkIIcXbXxV7HOgL5jccaxyHgO/fdGnSg+AY9Rn73IiQBtp/Unl3yDaaNnINRMRMRJA3HgqkPoLShACqdotdzREIxfL0kXV9HC/bi2rQ74OMlgVqnRHRwEgBAb9RCwBdCKHCfrU/9Q7wRFOXHOoZHcf67fwYSx04H1977P1JCiH0Iq4sR8+lTmJ7/MkaGyyHyct5fUSkTwqw+9+TJk/jqq68gl8shl8uRm5sLvV6PefPmYcKECcjJyUFhYSG2bt0KAH0eKy0txfLly7Fu3TrU1tYiPj4e9913X7/HesvR33l9ZSGEEFeQEZ6BAK/ep68Tx5qoj8I126kh6a8EzTVIK/+fzT+kUekUCJRcunfh8zpnZgh4A5uh0a5uwemKnzBrzG0AAG+xD5TadnAch5Ol32NCinv1b0mZGM46gsdx3rt+hgQBAfCbdhXrGIR4LEFTFaJ2rMG07H9idGgjvH2dq8Ekj89DcoZ1hQmTyYSCggLMmDEDMpkMMpkMUqkUBw4cgEKhwGuvvYbk5GSsXbsWW7ZsAYA+jxUVFWHt2rVYtGgRwsPD8fDDDyMnJ6ffY73l6O+8vrIQQogrEPKFmBFN2/85A1+LCH/bxwen0bCO4lS8T/+IdF6OTceMCU7GmcpfumY5ZhYfRHzYSPh4SQZ0/k+F+zAx5Tp4iXwAABnJ1+L1Lx/H6LgpaFM2IlgaYdO8rI26yn16ZbgKan7ZC/9bboH66DHWMQjxaAJ5E8J3PY9QiQxtNz6EC8ZEaJTs9/mOGSGzukvz6dOnwXEc0tPTUVtbi5kzZ2LTpk3Iz8/H1KlT4evb2fQqLS0NhYWFANDnsblz53Ybv7i4uGtJRl/HessRFxfX53l9ZSGEEFdxY8KN2Fe2j3UMj/evM2OA856zNehg+B/egpF3JeJcY6BNxrt+3CK8e3ANXtn9EEQCMcobC3HPtU8P6FyLxYxfzn2Nx+au73psYsp1GB07GfXySrSrW/DGvr8CAB665SWIhV42ycxKRJI/ZOH2a0JKekYzJnohnT0bPDFtD0OIM+Cr2hGyex2mHF6JdP8LkASwXcM4lOl9RUVFGD16ND799FMUFhZCJBLhwQcfREdHBxITE7uex+PxIBAIIJfL+zx2OYPBgPXr1+ORRx654rq/PdZbjv7OG2gWQghxZldHX40g7yDWMTzafa1jEPo1FSX6Ernrn4iOtE1jcD9vfzyx4A38afY/EBWUhHBZHCamDKzfSkldHvy8AxARGN/tcR8vCYqqT0AkEEHiHQCJdwDO1+XZJC9LI6bSbAkWqDDRC4FEAsmsWaxjEEIuw9NrEfTlBkz86s/I8ClAQJDjCxRCMd/qZRwAcPfddyMzMxOTJk1CYmIi3nrrLRw+fBgWiwVeXt0/YfD29oZGo4FQKOz12OXWrFkDiUSCBx544Irr/vZYbzk6Ojr6PG+gWQghxJkJ+ULcmnQr6xgea7QhDDd9Wso6htPjWcwY9vU/bHq/E+AbjPzyn/C7yX8Cnz+wpbKnSo9iXML0Kx5X6RTw9ZZCa1AjTBaDMFkM1LqOHkZwHQIRH8MmUX8JFqgw0QfZXYtYRyCE9IBvMkB24B1k7HkYk4QnEBzquFVpKRPD4eVju+vJZDJYLBZERESgubm52zGlUgmxWIygoKBej/3qm2++wcaNG7Ft2zaIRN1vYPo69tsc9fX1fZ43kCyEEOIKFqQsYB3BI4k5AZ496AdOqWQdxSXwFS0YW7AJYm/b9Ns6evYLhMtiMS7x6q7HtAY1zObel8oW1ZzA8Kj0Kx7POf8dJqZcDx+xH9pUjWhTNQ64Z4WzShwXYtP7PDJwVJjog9+0aRDHx/f/REIIEzyLGdJvt2Lcrgcx2XIUYeH2b5I5+pqoIZ3/xBNPYOfOnV3fnzhxAnw+H2PHjkVmZmbX4xUVFdDr9QgKCsKkSZN6PQYAZWVluPvuu/HOO+8gNTW12/V6O9ZbjtjY2D7P6y8LIYS4iuGBwzEqaBTrGB5nXdE48M+eZx3DpYhLcpCuOwreEFd1aPQqfJO3A7df9VC3x1/edT8KqjJ7PKdZUQeFugXxYSOvOGa2mCD1kWFYVDrq2ypQ31bRYwHDlYykppfM8DjagL5PrR9sRdMrr7COQQgZIO2UuahImoP6etv/aguOkWDxmslDGuOjjz7CCy+8gC1btsBkMuHRRx/FtGnT8O677yIqKgrr16/HPffcg4ceegi1tbXYt28fTCZTr8e0Wi0mTJiAq6++Gq+99lrXdfz8/KDT6Xo99vHHH/eYY8uWLX2OaTabe81CCCGuZmfxTryQ+QLrGB5jiWIUbnunAKC3H1ZpWrgGBS30xtle/ALEuOfl6eDzbdPXgwwOFSb6YW5vx/mZs8Dp9ayjEEIGQZd+HapTb0d1PQ+w0W+5mUuGY8zMmCGP88wzz2Djxo2QSqW47bbbsHbtWvj5+WHPnj1YunQppFIpzGYzjh49itGjRwNAr8f27NmD22677YprlJeXIy8vr9djCQkJfebo67y+chJCiCtRG9W4bud10JioT469JZuCsO49Azh5O+soLq106RuorHOubdTdxfgb4zDt9hTWMTwWFSYGoO7pZ6DYs4d1DEKIFQyjpqJm/BJUNgjBWawfR+glwPJ10yG287rD2tpa5OTkYNq0aQgNDR3wMUdzpiyEEDIU//fL/+Hz85+zjuHWBODh44MpEOYWsY7iPPNMKQAAKE5JREFU8ix+/jh9y7/Q1sJ++3R3s+SfUxAU6cc6hseiwsQAaPPzUXHXYtYxCCFDYEhOQ/2UP6K80QcW8+B/7aVOj8S1f6C1yIQQ4m4KWwtx1/67WMdway9fyEDyrmzWMdyGKT4V2WP+Ap2aihO2Ej0iEAseH886hkej5pcD4DNuHLxS6Q0JIa5MXHoa8duexNXFGzA8UgWhaHC//kbPiLZTMkIIISylBqciLTSNdQy3NV81DMm7T7KO4VaElYVIb91PvRBsKOOmONYRPB4VJgYocDHNmCDEHQhrziPm06cwPe8ljApvG9D2W2HxUoTF+zsgHSGEEBbuHXMv6whuKdrsj9/vaAbMZtZR3I5v5j6MlZayjuEWQmIliEsNZh3D41FhYoAC5s0DXyplHYMQYiOC5hpE7ngWV2X9A6NDG+Dt23uBYvyNtG0wIYS4s+tir0NyQDLrGG5n3bFocE0trGO4reC9/0ZyFDXoH6rxN9BsCWdAhYkB4vv40KwJQtyQQN6E8F0vYOqxp5AWWAVfaffmlgFhPkgeT80dCSHEnfF4PNw7lmZN2NI/KzPglXmGdQy3F/fZ3xEaTrt0WEsa7I2UieGsYxBQYWJQgu5dDr6vL+sYhBA74KsUCPniFUw5vBLp0vOQykQAOqvoPFrDSQghbm9O4hxE+UWxjuEWZmsSMXpXLusYHoFn0CH12CtXfLBCBiZ9diz16nASVJgYBGFgIALvvpt1DEKIHfH0WgTtex0T9v8Zk8PKMHJqJOtIhBBCHEDIF2LZmGWsY7i8EIsfHvxMBRiNrKN4DEF9OdJrdkIgpDfYg+EtEWHUdCpGOgsqTAwSzZogxDPwTQYkp4ghGOTuHYQQQlzXbSm3Icg7iHUMl/av40ngautZx/A43rnfIV10mnUMlzJ2ZjREYloG4yzojnuQhIGBCPz971nHIITYmSA0BLJFi1jHIIQQ4kDeQm/8IfUPrGO4rFW16fA7Rks4WAk4sBEjIpWsY7gEoZiPtGtjWccgl6HChBWCli8D38+PdQxCiB0F/+lP4Ht7s45BCCHEwRaPWAypiHZiG6zpulhM3lnAOobHi9q5BpGR9BavP6nTo+AtEbGOQS5Df2utQL0mCHFvgpAQ2oWHEEI8lEQswd2pdJ83GAGcN1Z+YQKn07GO4vF4ZhNGHHquq4k3uZLYW4CJcxJYxyC/QYUJK9GsCULcV8gD99NsCUII8WDLRy9HqA9tFT1Q/zo5AlxFNesY5CJ+WwPGFb8PkRe91evJhFsS4CMVs45BfoP+tlqJZk0Q4p7EyckIXLqUdQxCCCEM+Yp88efxf2YdwyU82pQG2TcnWccgvyEuykS66ThAG3V0Iw3yxrjrqLeEM6LCxBAE37scgoAA1jEIITYU/vRT4AlpL3BCCPF0C1IWYETgCNYxnNp4QyRmbS9mHYP0QvrdR0gNbWYdw6lMvS2JdlxzUvT/yhAIZDKEPv446xiEEBvxmzkDkmuuYR2DEEKIE+Dz+PjrpL+yjuG0vDkhnt4vAqdWs45C+hC+6znERnGsYziFsAR/DJsYzjoG6QUVJoZItuhOeI8ezToGIWSoRCKEP/U06xSEEEKcyNTIqZgZM5N1DKe0/sxY8IrLWMcg/eBxHJL3/QOyYGqGefXCFPB4tLbFWVFhYoh4fD4i/vEsQH/JCXFpQUuXwispkXUMQgghTubJiU9CyKMlfpdb3jYaYV+dYB2DDBBf2YYxeW/By0fAOgozyeNDEZkiYx2D9IEKEzbgM24cAu64nXUMQoiVBIGBCHn0EdYxCCGEOKHEgEQsGrGIdQynMdIYgjnby1nHIIMkLj2NdOU34Hnguz++kIerbk9mHYP0wwP/atpH2JNPgk+NMAlxSaF/eQwCf3/WMQghhDipR9Ifgb+YXifEnAD/d8gfnKKDdRRiBb+fPscYmedt6zp2ZgwCQn1ZxyD9oMKEjQgDAxH6l8dYxyCEDJLXiBGQ3Xkn6xiEEEKcWIBXAJ6Y8ATrGMy9XDwO/DMlrGOQIQjdvQ6JUUbWMRxGEuiFyfNoqa4roMKEDQUuXgyv1FGsYxBCBorPR8Sza8ATeO6aS0IIIQNzx/A7cFXkVaxjMHOXYiRi91BfCXcQv3s1gkM9o2/KzCUjIPb2jJ/V1VFhwoZ4fD4inqVGmIS4iqA//AG+EyeyjkEIIcRF/N+0/4Ov0POmhCeYZFi4ow7gaNtJd8DXqTH6+Hr4SNz7DfuwiWFISAthHYMMEBUmbMx3/HjI7qIGSYQ4O3FSEkKfeJx1DEIIIS4kShKFxyd41muHADy8dCQMXGsb6yjEhoQ155He+AX4Avf8QNXbT4Rr7hrOOgYZBCpM2EH4U09BnJDAOoZHazebkavVQG4yOfS6NQaDQ69HrCQQIGrdy+B7ebFOQgghxMXcNeIuTIqYxDqGwzxfOh6ik4WsYxA78DlxEON8i1nHsIurFw2Dj1TMOgYZBCpM2AHfxwdR//oXIHTv6VHO6uuODtxcVooXGhtxfVkpvu7owBeKdqQWn7vi6wtFe59jcRyHLa2tuLmsFNMunMcLjQ3QWCwAgF/Uaky/cB6bWlsBAKV6PfJ1Onv/eMQGgu+7Dz5paaxjEEIIcUE8Hg/PXfUcfIQ+rKPY3VxVCoZ9fpJ1DJfhih9QBe77D1IiNaxj2FTS+FCMmBLBOgYZJCpM2InP2DEIffQR1jE8TofZjJeaGvFxXDx2JyTi/8Ij8O/mJtzqH4DMlGFdX0eSkhEoEGCiT9/rRD9XKPC/djlejYzCJ3FxOKPT4bnGBgDAzvZ2PBcegV0XixuHlUrcIJXa+0ckQ+Q1YgT92ySEEDIksf6xeGy8e+/GFmmW4o872wCzmXWUQflOqcSNZaUYW3wOd1VWoFSv7zrWbjbjhrJS1BoHXkA4odFgbnkZpl04j61tl5azuNMHVDGfr0F4hHs0AveRijBr6QjWMYgVqDBhR8EPPACfjAzWMTyK2mLB02FhGHZxiv4ILy90WCwQ83jwFwi6vvZ2KDBbIkWsuO8pXns7FLg3KAhpPj5IFHvh0eAQHFGpAAAKixkjLl5HY7FAyONBTI1PnZtIhKhX1oHXz//vhBBCSH+WjlqK8WHjWcewm1d+jAXX2MQ6xqBUGQxY3VCPx0NC8X1yCqJEIvyjofMDJbnJhIdrqlFrHPhWmW0mEx6trcEcqT+2xcVjf4cCWRo1APf6gIpv0GPkkbWQBLj+bO9Zd4+0egnHihUrwOPxur5SUlIAAAUFBZg0aRICAwOxatUqcJc1ge3r2N69e5GUlAShUIgpU6agqKhoQMd6y9HfeX1lcQVUmLAjnkCAqFdfAd/Pj3UUjxEpEmGefwAAwMhx+EDehhskkm7P0Vss+J9cjgeCg/odT242I1Io6vpewAN+rSf78floM5vBcRwOdHRgjr9rvhh5ktBHHob3yJGsYxBCCHEDfB4fL01/CVKR+73+P1udAe/jp1nHGLQygwErQ0Nxi78/QoRCLJbJUKDvnMXwZH0d5vj7D2q8/R0dCBUK8XBwMBLEYjwcHILP2xUA3O8DKkFTFdLK/wehyHXfHo6YGoGk9FCrzz958iS++uoryOVyyOVy5ObmQq/XY968eZgwYQJycnJQWFiIrVu3AkCfx0pLS7F8+XKsW7cOtbW1iI+Px3333dfvsd5y9HdeX1lchev+zXMR4pgYhK9ezTqGxzmn0+GaC+fxs1qNp8PCux3br+xAmo8PokX9V1NHeXnjO5Wy6/svFApMu1houkXqjz9UVWKmRIJak3FA4xF2vMeORfADD7COQQghxI3E+sfihatfYB3Dpq7TJGDsjlzWMawySyLBYllg1/flBgPiRJ0fMD0XHoE/BPb/odTlzun1mOLrC97FgkOajw8KLxY63PEDKu/TPyKdl8M6hlUCI/0wc4n1SzhMJhMKCgowY8YMyGQyyGQySKVSHDhwAAqFAq+99hqSk5Oxdu1abNmyBQD6PFZUVIS1a9di0aJFCA8Px8MPP4ycnJx+j/WWo7/z+sriKqgw4QCy22+D9KabWMfwKCO8vPB+bBxSvLywuqG+27Gd7e24K0A2oHFWhobgjE6H31dV4raKchxQKrH04gverf7++DllGOb5B2C4lxeWV1dheXUVdBebYxLnIQgIQPSG18ATuMf6SUIIIc7j+rjr8cfUP7KOYRPBFl88vFsDDGK5g7MycBw+aGvDkov3bf0t3+2J2mJGtOjSzFk/Ph9NF3d8c9cPqPwPb8HIcDnrGIMi8hbglgfHQORl/X3e6dOnwXEc0tPT4ePjg5tvvhlVVVXIz8/H1KlT4evb2ZcuLS0NhYWdu9T0dWzu3Ll46KGHusYvLi7uWpLR17HecvR3Xl9ZXAUVJhwk8rn/gzCCusM6Co/HQ6q3N9ZGROKISgXFxcZNlQYDKg0GXDXA5TXRIjH2JSTiufAIRAqFmObri4m+lxpmSgUC/KhWwYvHQ6BAgECBAFka9+ps7PL4fET9+98Qx8SwTkIIIcRNrZywEhlhrt9X7F+ZyeCq61jHsIk3mpvhy+fjTpnM6jEEv1me4cXjdX0A5c4fUEXu+ieiI11nWcr194xCYMTQls4XFRVh9OjR+PTTT1FYWAiRSIQHH3wQHR0dSExM7Hoej8eDQCCAXC7v89jlDAYD1v9/e3ceH1V56H/8O2cmk8lkJsuQldUAggSBFBpE4NKrIKKASBWwckWqVW5VXHCrF/WiuIB6hSoWr2L12opbf0oX2wq4UIqioIAiVq2EpRglYJbJZJlkZn5/oFGWbJrkmZl83q9XXknmOXPO17wwOfOdc57nvvt02WVHT75+5FhjOZp7XkuzRDOKiQ5iT0tT9wcflO2re9HQPjYGArp3/zcTNTm++mPy9T/0v/or9O8ejxJacQ+gzWaTx7L0ZlWV5mVmHTZWFgopzW6XPxRWntOpPKezoQRBdMi8+mp5Ro8yHQMAEMcclkP3/uhe+Vytu1UgmlxXXCDPuti8heNIbwQCera8TPfmdm3VOd+RUi27Sr91XhcIhw/bX7y+QWULh9T3rwuU6ktofmPDCk7rqT5Ds5rfsBkzZ87Uxo0bVVhYqLy8PC1btkyrV69WOBxW4hGv31wul6qqquRwOBod+7abb75ZHo9Hlx7jluIjxxrLUVFR0eTzWpolmlFMdKCkQScq9474ug8x2vROdOq58jI9V1am4ro63V+yX6PcyfJ+dQn/3wMBDXcfvURoZSikuiZmrn344EGd7vUq3+U67PE/VpRrojdFXrulz+rq9FldnVK4XSBqeMePV8all5iOAQDoBLLcWbpnzD2ybLF3en1yTXed9Ox20zHaxN5gUDcUf6Zbs7PV93u+IXhikkvbqqsbvv9HbY2yHN+sXBHPb1DZS/dr0PZH5HRF73lt1+PTdPLUPu2y77S0NIXDYeXk5KikpOSwMb/fL6fTKZ/P1+jY19asWaOHH35YK1euVELC4UVPU2NH5iguLm7yeS3JEu1i7zdnjEudPFldfnax6RhxK8uRoCVdu+rJ0i911q4iVYcjWpSbK0mqCYf1Xk2NClxJRz3v7F1FWvfVMqBH2h0M6iV/ha7KOHqW3/pIRD6HQ8Pdbn1SW6tPamtVeIziAx3P2bePut59l+kYAIBO5KTck3TZkKMv145m3nCirvl9WJHqGtNRvreacFg/3/cvjfV4dKrHq0A4rEA43OyyiY29QXVqskfvVlfrraqA6r+as2LUt24Hjvc3qJwfb1ZBzTpF42IjyalOnX7JibKstgk3b948Pffccw3fb9q0SZZladCgQdq4cWPD47t27VJtba18Pp8KCwsbHZOknTt3aubMmVq+fLny8/MPO15jY43l6NGjR5PPay5LLIj9xWpjUOa8ear95J+qXLfOdJS4NDrZoz/leY563GVZ2tbv2LP1ru3T95iPS1Ivp1NvH9/vmGM/9XWRJCVbdv3uuLxjboOOZ3m96v7ggyzVCwDocJcOvlTbSrZp/b71pqO0yL1bBkg7Y3MlhiP9PRDQzmBQO4NBPV9e3vD4mt69m5yc8uxdRfpFVrbGeQ9fWSPd4dANmVm6ZO9eee12JdlsWpiT2zD+7TeoHjpwQJJ0c3Z8vUHlef1pDTy3r7YfiJ658iy7TadfcqLcKW13NUBBQYHmz5+vnJwc1dfXa+7cuZo9e7bGjx+v8vJyPfnkk5o1a5YWLVqkcePGyW63a8yYMY2OVVdXa9KkSTr77LM1ZcoUVX71BmhycrJqamoaHWssh9vtbnKfTWWJFbZIcxUi2kWoslK7Zpyn4Kefmo4CxBebTd0fekjeU08xnQQA0En5g37N+sss/bPsn6ajNOnnJYN1yop3TceIeruDQe0M1qowyS1PDL3Qa0ufnv+Adn8WHf/to6cfryGn9mjz/d500016+OGH5fV6NXXqVN11111KTk7WqlWrdP7558vr9SoUCmndunUaOHCgJDU6tmrVKk2dOvWoYxQVFWnr1q2Njh133HFN5mjqeU3ljAUUEwYFd+9W0fQZCn+r0QXw/WRcdpkyr5xrOgYAoJP7PPC5Zv55pvZX7W9+YwMKgjma/7+lilQGTEdBDAh7UvXehHv05YF6oznyR+XqlAsGdPhx9+3bp82bN2vkyJHKzMxs8VhHi6YsrUUxYVjlhg3ae+kcKU4mygFMSpk0SV3vvUe2aLwZEgDQ6Xxc+rEu/MuFqqw79jxWprgiDv3fqm6y/YMrd9Fy9b3y9fbAK1VTZeZ1S96QDE2YM6jN5pVAdGHyS8M8o0Yp+8YbTccAYl7yj8ao6913UUoAAKJGv/R+WnrKUjms6JrW7Z7tgygl0GqO3TtUUPpnI8VAbt9Ujf/ZQEqJOEYxEQV8sy5Ql/+cYzoGELOShg5V91/+UrZGlloCAMCUk3JP0u0jb5dN0fGC6sLSgcr50ybTMRCj3G/+QYNSdnboMbt0S9bEywbLkRAdc1ygfVBMRImsq69W+qwLTMcAYk5iv37q8fByWS6X6SgAABzT5D6TdeXQK03HUP+6DE16ZpfpGIhxXVbdpz5dazvkWN4uLk2+skCJbt58incUE1Ek+6ablDbtXNMxgJiR0KOHeqx4VPaUFNNRAABo0s8G/Uwz+s8wdnxHxNKCl1MVKWPSdXx/PX/3X8rMbt8rGJK8CTrrygIlpya263EQHSgmoojNZlPObbcpZeJE01GAqGfPzFDPx1YoISvLdBQAAFrkpuE36fTjTjdy7Ls/LpD9/Y+MHBvxxxasUf7fFsvtbZ/5UxIS7Zp0xRClZbvbZf+IPhQTUcZmWeq6eJE8Y8eajgJELSslRT1XrJCzZ0/TUQAAaDG7Zdfif1usM/LO6NDjTqvor16rNnfoMRH/7MVFKvjXc7I72nb+FMtu0xlzBimrF1fEdiYUE1HI5nCo25L7lTxypOkoQNSx3G71WP4rufr3Nx0FAIBWs1t23T36bk3qPalDjterPk0zni2WwuEOOR46F9eWVzTEub3N9mdPsDRhziD1yPe12T4RGygmopTldKr7Q8uUNGyY6ShA1LBSU9Xz14/Jzf8XAIAYZrfsunP0nTqrz1ntehxbRLrz9WyFD3zZrsdB55b251+pX67/e+8nIdGuSZcPVt7gjDZIhVhDMRHFrKQk9fjfh+UuLDQdBTDOnpmhXk8+qaSCAtNRAAD43iybpYWjFurHx/+43Y5x+66hcm76oN32D3yt6/O3Kjf3u7+0THQ7dNZVBep+AldKdFYUE1HO7vGox2Mr5D3tNNNRAGMSunXTcU89JVf/fqajAADQZiybpQUnL9C0ftPafN9nBvqo/+/ebfP9Asdi1QfV/+Xb5E1r/bKeSd4EnT3vB8rpndoOyRArKCZigOV0qtsvlyrtPHNLTAGmOPv0Ua+VTzHRJQAgLtlsNt0y4had1/+8NttnTsijnz5fJtXXt9k+geZYX36uIR8/Loez5S8xPemJmnrtUGV097ZjMsQCiokYYbMs5S5YoIwrrjAdBegwrhNPVK/f/kYJ2dmmowAA0G5sNpvmj5ivSwZd0ib7W7yhlyLFX7TJvoDWcO54Uz8IvSm1YKGO1MwkTb1uqNJzkts/GKIexUSMybzicuUsWCDZ7aajAO3KXVionk88IUd6uukoAAB0iCuHXqmFoxbKYTm+8z7m7/2BkjZsa8NUQOt4X3lS+ZkHmtzG1zVZU68bqpQuSR2UCtHOFolEIqZDoPUq1qzRZ9ddr0htrekoQJvznHKKui1dIisx0XQUAAA63KbPN+nq165WRbCiVc87pfo4XfarPYoEg+2UDGiZiM2mT36yTP/67Oix3L6pOvM/B8vlaf18FIhfFBMxrGrTJu297HKF/d9/eR4gWnS55GfKvOYa2Swu6AIAdF5F5UW6/JXLtde/t0Xbp4eT9MjKFEX27mvnZEDLhL0+bR2/SGUH6xoeGzAyVz86v7/sDs7zcDiKiRhX8/HH+tflV6hub8v+aAHRyuZ2q+uddyjljDNMRwEAICqU1ZTpqteu0rv7m19dY8XGwUp5jVU4EF2CfQZrU7/LFKwJaeQ5fVUwjsnMcWwUE3EgVF6ufddep8Df/246CvCdJHTvru4PLZOrf3/TUQAAiCrBUFC3vnGrXtr5UqPbXPP5EJ38+DsdmApouerT/kO+S+fouEEZpqMgilFMxIlIOKySJUt18NFHTUcBWiV55Mnqdv/9sqelmY4CAEDUWr5tuZZvXa6IDj91H17bTdcv369IdbWhZEDjnH37qPuDDyoxL890FEQ5iok4U/HXl1U8f77CgYDpKECzfLNnK+v662RjlRkAAJq1Yd8G3bT+JpXWlkqSPBGnfv18pvTpbsPJgKN5J0xQ1zvvkJXMcqBoHsVEHKotKtK+q69R7UcfmY4CHJPN5VLuwtuVOnmy6SgAAMSUzwOf64a/3aAt+7do+ZYCdfnrZtORgMPZ7cqad426XHyx6SSIIRQTcSpcW6sv7rhDZc//znQU4DDOvn3U7Z575MrPNx0FAICYVB+u1yuvPa6eVyyROJVHFHHk5qrr3XcrecRJpqMgxlBMxLny3/9en9++kFs7YJ7NJt+sWcqcd42sxETTaQAAiHmBN97QZzf+QvUlJaajAEqdOlXZ8/9Ldo/HdBTEIIqJTqBu3z4V33KLAm+8aToKOqmErl2Ve/fdSj5puOkoAADElfrSUhXPv1mVr75qOgo6KXtGhnJvv03eU081HQUxjGKiEyl99jntv/dehSsrTUdBJ0J7DgBA+yt9+ml9sfgeRWpqTEdBJ+KdMEE5/32rHOnppqMgxlFMdDJ1xcUqvvkWBTZsMB0Fcc7u8x1qz8eNMx0FAIBOIbh7tz6/7XYF3njDdBTEOSs1VTm33KLUSRNNR0GcoJjopEqff177F9/D1RNoF55TT1Xuwtvl6NLFdBQAADqd8j+9pC8WL1Ko5IDpKIhDyT8ao9yFC5WQlWU6CuIIxUQnVldcrOJb/1uB9etNR0GcsGdmKPuGG5U6eZLpKAAAdGohv18lS5ao9JlnpXDYdBzEASs5WVm/uFHp06aZjoI4RDEBlb3wovbff79CB2jV8R05HPLNPF8Zc+cylwQAAFGk+r33VLxggWp3fGg6CmKVZSntnB8r86qr5MjIMJ0GcYpiApKkcCCgA48+qi+f+D8mTUKrJP1wmHJuuVWu/v1MRwEAAMcQCYVU+tvfquSBB1lCHq3iHjFC2b+4Ua4TTjAdBXGOYgKHqSsu1v77l6jiT3+S+KeBJiR066as665VyhlnmI4CAABaoO6LL/TFnXfJv3q16SiIcs5evZR14w0sAYoOQzGBY6p+/319sWixqt95x3QURBkrOVldLr1UvtkXykpMNB0HAAC0UuCtt1XywAOc5+EoVkqKMi77uXwzZ8qWkGA6DjoRigk0qeLl1dr/P/+juj17TEeBYTanU6nn/FiZl1/O/YUAAMSByg0bdOCBB1W9bZvpKDDN4VD6jBnKuOJyOdLTTadBJ0QxgWZFgkF9uXKlDj72GMtOdUI2l0tp06epy8UXKyE723QcAADQxirXrVPJg8tUs3276SjoaJYl79ixyrz6KiX26WM6DToxigm0WDgYVPmLq3Tw14+pbjdXUMQ7y+1W2k/OU5ef/pQrJAAA6AT8r76qkgeXqfZDVvCIdzanU6lTzpLvpxcpsXee6TgAxQRaLxIOy//yyzr46ArV7NhhOg7amOX1Kv0/Zso3axaX8gEA0MlEIhH5V6/RgWXLVPvJJ6bjoI1ZXq/Sz5uh9AsuUEJWluk4QAOKCXwvlRs26OCjK1S1caPpKPie7KmpSr9wlnwXXCC712s6DgAAMCgSici/Zo1KVz7NeV4ccGRlyXfhLKXNmCG7x2M6DnAUigm0ier339fBR1fIv3atFA6bjoNWcA0apLTp05Q6caIst9t0HAAAEGVqdxap7NlnVPbiKoUrKkzHQSs4e/dWl4svUurkybI5nabjAI2imECbqisuVvmqVSp7cRUreUQxy+NRyuRJSp8+Xa4BA0zHAQAAMSBcU6OKl/6s0meeUc3775uOg8YkJMgzZozSzjlHnlP+XTabzXQioFkUE2gXkUhEVZs2qfyFF1WxerUiVVWmI0GSa8hgpU+frpQzz5SVlGQ6DgAAiFHV2z9Q6TNPq+KlPytSXW06DnToKtjUKVOUMvFM5glDzKGYQLsLVQbk/+tfVPb/XlD1li2m43Q6VkqKUidNUtqM6XL17286DgAAiCOhigqVr/q9yv/wB5YbNcCRm6vUyZOVevYUJfbubToO8J1RTKBD1e4sUvmLL8q/Zo2Cu3aZjhO3HJmZ8ow9Vd5xpyn5pOGyJSSYjgQAAOJc3Wefyb/2FfnXrlXVO+9IoZDpSHHJcrvlHT9eqWdPkXv4cNksy3Qk4HujmIAxtUVFqnx9nSpff/3QH6/6etORYpqzVy95Txsnz9ixSioo4H5CAABgTH1pqSpffU3+tWsVeOMNRWprTUeKaY7MTCWPHKnkMf8m7ymnMGE54g7FBKJCyO9XYP16+V9/XYG/rVeorMx0pJjgGjhQ3tPGyTt2rBKPP950HAAAgKOEAwFVrv+7/GvXqnLdOoX9ftORop7N6VTSsKHyjB6t5NGjuR0XcY9iAlEnEg6reutWVb6+TlWbN6vmgw9o2SXJbpfrhBOUNGyo3MN+KPewoXJkZJhOBQAA0GKRYFDV77+v6i1bVPXuFlVv2aJQaanpWFHB2bu3kkePkmf0aLkLC5moHJ0KxQSiXqSuTjX/+EjV27Y1fHSGpUhtbreSBg+We+hQuX84TElDhshKTjYdCwAAoE3VFhWp+t0tqt56qKwI7twpxflLFJvbLVf//nINOEGugQOVfPLJSuja1XQswBiKCcSk+tJSVW/d2lBU1H7yT4UOHDAd6zuzZ2YoMa+3nH16K7F3HyUNGSxXfr5sDofpaAAAAB0qVFamqq1bVf3uFtV88IGCu3errrg4ZifTtPt8cg0YIFf+ALkGDFDiCQPkPK4Xk1YC30IxgbgRDgQU3LNHwd27Fdy9R8E9uw/9Idu9R/UlJabjSXa7Erp3U2LvPnL2zvvmc58+sqekmE4HAAAQtSLBoIL/2qfg7l1fnesdOsdrKC3CYaP5rNRUJWRlyZGdLUd2lpw9eijxhBPkGpCvhOwso9mAWEAxgU4hXFWl4N69qtu3T6HSUoVKS1X/5aHPobIyhSsrFQpUKlwZUDhw6EPhsGS3H1rdwrIkyzr0td3+zdeWJSspSXafT3ZfuhzpPtm7+OTw+WRP98nRxXdoLN0nhy+dZTsBAADaWDgYVN3evQru3atQaZnCfr9C/gqF/ZVNfPZLdXWHdvDtcz3Lki0hQTaXS5bLJZsrUVaiS7YklxxdMuTIzlJCdrYcWdnffJ2dLcvlMvtDAGIcxQQAAACATicSCslmt5uOAUAUEwAAAAAAwCBmXAEAAAAAAMZQTAAAAAAAAGMoJgAAAAAAgDEUEwAAAAAAwBiKCQAAAAAAYAzFBAAAAAAAMIZiAgAAAAAAGEMxgRaZO3eubDZbw0ffvn0lSdu3b1dhYaHS09N1/fXXKxKJNDynqTFJOnjwoPLy8rRr165GjzthwgQ98cQTDd//5je/Uc+ePeXxeDRu3LijntvYPhvLDwAAAByJc1+gY1FMoEXeeecdvfTSSyotLVVpaam2bNmi2tpaTZ48WcOGDdPmzZu1Y8eOhl+kTY1J0oEDBzRp0qQmfzE/9dRTevnllxu+//TTTzV//nytWrVKO3bsUK9evTR79uwW7fNY+QEAAIBj4dwX6GARoBl1dXURr9cb8fv9hz3+4osvRtLT0yOBQCASiUQiW7dujYwaNarZsUgkEhk7dmxk6dKlEUmRoqKio4558ODBSHZ2dqR///6Rxx9/PBKJRCLPP/98ZNq0aQ3brF+/PpKbm9vsPhvLDwAAAByJc1+g43HFBJr13nvvKRKJqKC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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 10) )\n",
    "\n",
    "ax = fig.add_subplot(221)\n",
    "gender_stats = df_merge.groupby('gender')['user_id'].count()\n",
    "plt.pie(gender_stats, labels=[f'boy ({gender_stats.loc[0]})', f'girl ({gender_stats.loc[1]})'], autopct='%1.1f%%', explode = [0, 0.05])\n",
    "ax.set_title('boy girl count')\n",
    "\n",
    "ax = fig.add_subplot(222)\n",
    "gender_stats = df_merge.groupby('gender')['buy_mount'].sum()\n",
    "plt.pie(gender_stats, labels=[f'boy ({gender_stats.loc[0]})', f'girl ({gender_stats.loc[1]})'], autopct='%1.1f%%', explode = [0, 0.05])\n",
    "ax.set_title('boy girl sales volume')\n",
    "\n",
    "ax = fig.add_subplot(223)\n",
    "boy_sales = df_merge.query('gender==0').groupby('cat1')['buy_mount'].sum()\n",
    "boy_sales.plot.pie( autopct='%1.1f%%')\n",
    "ax.set_title('boy sales volume')\n",
    "\n",
    "ax = fig.add_subplot(224)\n",
    "boy_sales = df_merge.query('gender==1').groupby('cat1')['buy_mount'].sum()\n",
    "boy_sales.plot.pie( autopct='%1.1f%%')\n",
    "ax.set_title('girl sales volume')\n",
    "\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ccb38c20-6447-4ec7-b3fc-63da84d0a44c",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 分别展示了  (1)男孩和女孩性别占比    (2)男孩和女孩销量占比    (3)男孩的大类销售占比     (4)女孩的销售大类占比\n",
    "### 红色、绿色的分类在男女销售上有明显区别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "545c9d17-311e-486c-a04b-964f6b5ef182",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 年龄段分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "076ad367-9e5d-43ac-94f0-c01e656e7fb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_merge['age'] = round(( df_merge['day'] - df_merge['birthday'] ) / pd.Timedelta(days = 365) , 2)\n",
    "\n",
    "age_cut = [0, 1, 2, 3, 5, 8, 99]\n",
    "age_labels = ['0-1', '1-2', '2-3','3-5', '5-8', '8-' ]\n",
    "df_merge['age_class'] = pd.cut(df_merge['age'], bins=age_cut, labels=age_labels) \n",
    "\n",
    "fig = plt.figure(figsize=(10, 6) )\n",
    "age_stats = df_merge.groupby('age_class',observed=False)['buy_mount'].count()\n",
    "#for x in age_labels:\n",
    "#    plt.bar(x, age_stats.loc[x])\n",
    "age_stats.plot.pie(autopct='%1.1f%%')\n",
    "\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4ee8b312-d31b-4d6f-9489-8646864ceff6",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 从年龄分布看， 1岁以内的儿童是销费的主力,占比达34%，随年龄增长后，母婴用品的需求开始减少"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d8585c30-904a-48d1-8f68-721421b301d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 各年龄段的儿童占比\n",
    "age_stats = df_merge.drop_duplicates('user_id').groupby('age_class', observed=False)['buy_mount'].sum()\n",
    "fig = plt.figure(figsize=(6, 4) )\n",
    "for x in age_labels:\n",
    "    plt.bar(x, age_stats.loc[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1533d95f-a037-4fea-b980-be004d6c0d48",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 1岁以内的销售量很高，这与儿童的占比分布相关联"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3a1098bd-fd71-42a2-a8fd-340964820e0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7rZo3b66CggK1bt1aklRSUqKvv/5aYWFhfp7y3PgYBQCASq5x48ZauXKlDh48qI0bN6p58+bebcOGDavUoSERGwAAVHrXX3+9Hn/8cdWuXVsDBgzQH/7wB++2atWq+XGyiuFjFAAAKrEtW7bo66+/1ooVKxQdHa2EhAR/j3TBiA0AwNXtMn7J1sVISkpSrVq11KFDB7ndboWFhenBBx/UjBkz/D1ahREbAABUYm+//bbi4+O1cOFChYeHa926deratatefvllLVu27Hef27Fjx3N+Q+jvbXMasQEAQCV22223ae7cuUpJSVFpaamSk5P16quvVoov66ooYgMAgEosOTlZX375pb/HuCT8NgoAALCK2AAAXFWMMf4eIaA4cbyIDQDAVeHMF18dPXrUz5MEljPH61K+OIxzNgAAV4WQkBDFxMRo7969kqTw8HAFBQX5earKyxijo0ePau/evYqJiVFISMhFr0VsAACuGrVr15Ykb3Dg/GJiYrzH7WIRGwCAq0ZQUJDq1KmjmjVr6sSJE/4ep9ILCwu7pHc0ziA2AABXnZCQEEd+iKJiOEEUAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVjkWG++8844SExMVERGhTp06qaCgwKmlAQBAAHMkNjZv3qyxY8fqo48+Ul5enho0aKCBAwc6sTQAAAhwjsRGdna20tPT1bJlSyUmJmrQoEH65ZdfnFgaAAAEOEdio3nz5lq6dKmys7Pldrs1bdo03XHHHU4sDQAAAlyoE4s0b95c9957r1q2bClJSk5O1nfffXfO/T0ejzwej/d+UVGRE2MAAIBKyJHYWLVqlf7v//5P3333nZo3b65Jkyapa9euWr16tYKCgs7af9KkSXr++eedeOnL67loC2u6nV8zEDh9LAPkOCY9/U9H1yuo0tfR9SQFxLF0+jhKUsFL3RxfE8BpjnyM8v7776tPnz764x//qIiICE2YMEFbtmzRunXryt1/zJgxcrvd3lthYaETYwAAgErIkXc2Tp48qUOHDnnvFxcX68iRIyorKyt3f5fLJZfL5cRLAwCASs6R2Gjbtq0GDx6sv/zlL6pVq5beeust1apVS6mpqU4sDwAAApgjsdG7d29t2LBBU6ZM0a+//qqUlBQtWLBAYWFhTiwPAAACmCOxERQUpPHjx2v8+PFOLAcAAK4gXBsFAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFWh/h4AACqF56ItrOl2fk0gAPHOBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGCVldh4+umn1aNHDxtLAwCAABPq9IK5ubl64403lJ2d7fTSAAAgADn6zoYxRkOHDtUTTzyhRo0aObk0AAAIUI7GxqxZs5STk6Pk5GR98sknOnHiRLn7eTweFRUV+dwAAMCVybHYKCkp0bhx49SkSRPt2LFDkydPVvv27XXs2LGz9p00aZKio6O9t4SEBKfGAAAAlYxjsbFgwQIdOXJES5cu1bPPPqvPPvtMhw8f1pw5c87ad8yYMXK73d5bYWGhU2MAAIBKxrETRHfs2KFWrVopNjb29MKhoUpNTdXWrVvP2tflcsnlcjn10gAAoBJz7J2NhIQElZaW+jy2bds2NWjQwKmXAAAAAcix2OjWrZvy8/M1Y8YM7dixQ1OnTlVOTo66dOni1EsAAIAA5FhsxMbGavHixXrnnXd07bXXasqUKXrvvfeUlJTk1EsAAIAA5OiXeqWnp2vFihVOLgkAAAIc10YBAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhlJTa6dOmizMxMG0sDAIAA43hs/O///q+WLFni9LIAACBAORobBw8e1KhRo9S0aVMnlwUAAAEs1MnFRo0apbvvvlulpaVOLgsAAAKYY+9sZGVl6csvv9R//dd/nXdfj8ejoqIinxsAALgyOfLOxrFjxzR06FBNnz5dUVFR591/0qRJev755514aQDAJUh6+p+Or1nwUjfH10Rgc+SdjRdffFFpaWnq1q1if8DGjBkjt9vtvRUWFjoxBgAAqIQceWdj7ty52rdvn2JiYiRJR48e1bx587R69Wq98cYbZ+3vcrnkcrmceGkAAFDJORIb33zzjU6ePOm9/+STTyo9PV0DBw50YnkAABDAHImN+vXr+9yPiIhQjRo1VKNGDSeWBwAAAczRX309g28PBQAAZ3BtFAAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWhfp7AFuSnv6n42sWVHF8SQC48jwX7fB6bmfXw2XHOxsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVcQGAACwitgAAABWERsAAMAqYgMAAFhFbAAAAKuIDQAAYBWxAQAArCI2AACAVY7FxsKFC9WwYUOFhoaqVatWys/Pd2ppAAAQwByJjc2bN2vQoEF66aWXtHPnTjVo0EAPP/ywE0sDAIAAF+rEIvn5+Zo4caLuv/9+SdKjjz6qLl26OLE0AAAIcI7ERvfu3X3ub9iwQY0bNz7n/h6PRx6Px3u/qKjIiTEAAEAl5PgJosePH9crr7yif/u3fzvnPpMmTVJ0dLT3lpCQ4PQYAACgknA8NsaNG6eIiAg98sgj59xnzJgxcrvd3lthYaHTYwAAgErCkY9Rzvj88881Y8YMrVq1SmFhYefcz+VyyeVyOfnSAACgknLsnY0tW7boT3/6k6ZPn67mzZs7tSwAAAhwjryzUVpaqu7duysjI0M9e/ZUSUmJJKlatWoKCgpy4iUAAECAcuSdjSVLlig/P1+zZs1SZGSk97Zt2zYnlgcAAAHMkXc2MjIyZIxxYikAAHCF4dooAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGAVsQEAAKwiNgAAgFXEBgAAsIrYAAAAVhEbAADAKmIDAABYRWwAAACriA0AAGCVY7GRm5urtLQ0Va9eXaNHj5YxxqmlAQBAAHMkNjwej3r06KGbbrpJa9euVV5enjIzM51YGgAABDhHYmPRokVyu92aPHmyGjVqpIkTJ2r27NlOLA0AAAJcqBOLrFu3Tunp6QoPD5ckpaamKi8v75z7ezweeTwe73232y1JKioqcmIcSdIpz1HH1jqjKMjCR0MO/jfbEhDHMgCOo+T8seTPpHM4ls65Wv//fTU683P7fKdOBBkHTq4YNWqUjh07pmnTpnkfi4+P1y+//KLq1auftf9zzz2n559//lJfFgAAVAKFhYWqX7/+Obc78s5GaGioXC6Xz2NVqlTR0aNHy42NMWPGaOTIkd77p06d0sGDBxUXF6egoCAnRnJcUVGREhISVFhYqKioKH+PE9A4ls7gODqHY+kcjqUzAuU4GmNUXFysunXr/u5+jsRGbGyscnNzfR4rLi7WNddcU+7+LpfrrDiJiYlxYhTroqKiKvX/8IGEY+kMjqNzOJbO4Vg6IxCOY3R09Hn3ceQE0bS0NK1atcp7v6CgQB6PR7GxsU4sDwAAApgjsdG+fXu53W7NmTNHkvTSSy+pU6dOCgkJcWJ5AAAQwBw7Z2PmzJnq27evRo8erbKyMn311VdOLF1puFwujR8//qyPf3DhOJbO4Dg6h2PpHI6lM6604+jIb6OcsXPnTq1du1Zt2rRRfHy8U8sCAIAA5mhsAAAA/BYXYgMAAFYRGwAAwCpiAwAAWEVsAAAAq4gNIIC53W4VFxf7e4yAV1JSoo0bN+rYsWP+HiXgrV+/XtnZ2SorK/P3KAHrjTfeUElJib/HcBSxAb/bvn27v0eo9ObNm6ekpCTFxMTooYceUlFRkXr16qXY2FhVr15d3bp104EDB/w9ZkC49tprdeTIEUmnLx7VtWtXxcTEqGnTpoqMjNQjjzyi0tJSP09Z+W3btk233nqr6tevr8GDB+vAgQP64x//qNtuu01t2rRR48aNlZOT4+8xA9K4ceN08OBBf4/hKGKjHNu3b6/QDee3YcMGtWvXTlWrVtUNN9ygGTNm+PyL58iRI0pOTvbjhJXfgQMHNHjwYE2YMEHffPONTp48qWbNmqm4uFjbtm1TYWGh4uPj9dhjj/l71ICwadMm75/BRx55RKGhodqyZYsOHz6sRYsWafny5Ro7dqyfp6z8hgwZokaNGun999/XsWPH1KpVK3Xu3Fn79+/Xnj17lJycrCFDhvh7zIB0RX4jhcFZkpOTTXBwsAkODjZBQUHl3oKDg/09ZkBIT083999/v8nKyjLTp083jRs3NjfeeKP5+eefjTHGlJSUmKCgID9PWbl9++23pmXLlt77x48fN7GxsSYnJ8f7WGFhoYmOjvbDdIEnODjYFBUVGWOMqVq1qikoKPDZ/uWXX5oGDRr4YbLAEhERYQoLC40xxhw+fNgEBwebI0eOeLfPnTvXuFwuf40X0GJiYsy2bdv8PYajeGejHGvWrFGrVq00ZcoUnTp1qtwbn0dWzNq1a/XXv/5VHTt21LBhw5SXl6dOnTqpVatWeu+99yRJQUFBfp6ycmvatKm2bt2q/Px8SVJYWJiysrL0hz/8wbvP4sWLVa9ePX+NGFCMMfr222919OhR1atX76yPn8LCwjgPpgJiY2O9x27r1q0yxnj/jErSnj17VKdOHX+Nh8rG37VTWe3fv9906tTJbN261d+jBLSGDRua+fPnn/X4Z599ZmrWrGmGDh3Ku0QV8Pe//93Ex8ebuXPnnrVt9OjRJioqynz22Wd+mCzwDB8+3LRp08ZERUWZyMhI07p1a++2efPmmSZNmphnnnnGjxMGhjlz5pjExETTu3dvEx8fb4YNG2bq169vnnzySdO/f39TrVo188ILL/h7zIB0Jb6zwdeVw6qFCxdq8ODBmjRpkh555BGfbVu2bFH37t21YcMG3imqgDO/eVK/fn2fx7OystSsWTP+FXmBysrKtH79euXn56tv376SpFGjRqlFixbq37+/n6cLDFu2bFF2draaN2+u6667TqtWrdK8efN08uRJtW3bVr179/b3iAHp7rvv1syZM/Xrr7+qrKxMqampgX8VdX/XTiCYNm2aKS4u9vcYAWvz5s3mk08+KXdbaWmp+eijjy7zRIGPP5PO4Vg6g+N48QoKCkzHjh1NvXr1zKBBg8y+fftMWlqaiYuLM1WqVDFJSUkmOzvb32NeEt7ZqIDY2Fjl5OQoMTHR36MEvDfeeEMDBgxQRESEv0cJaPyZdA7H0hkcx4vXuXNnJSYmatCgQZo2bZpWr16tPn36aMKECSoqKlJGRoaKi4u1Zs0af4960UL9PUAgoMecM27cOHXv3p3YuET8mXQOx9IZHMeLt3LlSv3P//yP6tevr5SUFMXGxuqZZ56RJEVFRWnIkCEaNGiQn6e8NPw2Ci4r/kICAF9Xw2/28M4GAAB+NGHCBN11111q3bq1li5dqqFDhyojI0N9+vTRnj17tGDBAv35z3/295iXhHc2AADwo/79+ysrK0v33XefvvrqK02fPl0ffPCBysrKFBMTo9mzZ+vZZ5/195iXhHc2KqBjx44KDg7WgQMHFBsby5dQwe86duyoqlWr+jy2fft2Ts67CGeOpdvtVnBwsCIjI/09UkA68/fkxo0blZCQoCpVqvh7pIDSsGFDNWzY0Hs/PT1d6enpfpzIWbyzcQ5/+9vf1K5dO8XFxWnFihXeCwtFRESoZ8+ePp+noeLK+yGJ8/vtNWY6d+6s2NhY73auMVNxv72o3d/+9jcNHTqUi9pdoN9e0M7j8SgpKYkL2qFcxEY5/vznP2v+/PmaNm2aDhw4oL1792r79u06dOiQfvrpJ9WpU0cdOnTgL6SL8OGHHyo+Pt7fYwScgQMHqm7dulq0aJEee+wxTZ48WWlpadqwYYN3H06+PT8uauec317QLiwsjAva4Zz4no1yxMXFae3atb/7L8XatWtr1qxZ6tGjx2WcLPBU9Oq4vP3/+8LCwrRr1y5vqJ04cUJjx47VzJkzNWPGDPXo0UNRUVF8E+t5rFy5UsOHD9f3338v6fRxrF27tpYuXeq91syOHTuUkpKiw4cP+3HSyi8kJESHDx9WZGSkwsPDlZ+frwYNGni3L126VIMHD1ZBQYH/hkSlwTkb5WjUqJFeeeUVvfrqq+V+7vjuu++quLhYN998sx+mCywdO3bUtm3bJJ37X95BQUH8kDyPxMREff3117rnnnsknY6Pl19+WXfccYf69eunZcuW+XfAAPGvF7W77rrrvBe1S01N9e7DRe0qxvz/C9q1a9fOe0G7f40NLmgHH3753tJK7scffzTJyckmLi7OdOvWzQwfPtyMGjXKDBgwwDRp0sTUqlWLr9iuoP3795vWrVubqVOn+nuUgPbRRx+Z2NhY8+abb561bfPmzea6667jgnYVxEXtnMEF7XAh+BjlHI4fP65PP/1U69evV1FRkUJDQxUbG6u0tDS1b98+8C+KcxkdOHBAffr00axZs5SUlOTvcQLWli1blJ+fr27dup217dixY1qyZIl69uzph8kCDxe1cw4XtENFEBsAAMAqfhsFAABYRWwAAACriA0AAGAVsQHALzIzM9WxY0d/jwHgMiA2AACAVcQGAACwitgAriLffPONWrRoofDwcKWlpSk3N1eStH79eqWkpKhGjRoaOXKkmjVrptdff13S6W/UvOGGGxQTE6OHH35YHo+nQq/197//XU2aNFF0dLT69Okjt9tdoefNmDFDCQkJioyMVEZGhs+3UL7yyiuqU6eOoqKi9MADD3hnMcZo1KhRqlGjhqpXr64RI0ZwrRigMvHnN4oBuHzKyspMzZo1zYQJE8yvv/5qHn/8cdOlSxdjjDGtW7c2EydONOvWrTNRUVHm22+/NQcPHjSbNm0y11xzjZk9e7bZtGmTadGihXnxxRfP+1rffvutqVatmvn444/N1q1bTceOHc2IESN89nn77bdNhw4dfB5bv369CQkJMZ9//rkpLCw0rVu3Ni+99JIxxpj8/HwTEhJivvrqK7Nx40Zz8803mxkzZhhjjFm0aJGpXr26ycnJMbm5uSYhIcEsXrz40g8aAEdwbRTgKrJu3TpFR0dr/fr1Ki4u1i+//CJJysnJUWZmpq699lo1b95cBQUFat26taZNm6Ybb7xRgwcPliQNGzZMs2fP1rhx4373dd5++23179/fe6HCGTNmaNeuXeedr0mTJtq9e7fCwsK0evVqGWO8M565TpHH41FiYqK+++477/OqVq2qU6dOyePxKCUlRQUFBQoKCrrwAwTACj5GAa4SwcHBmjx5surVq6fHHntMbrfbewG8xo0ba+XKlTp48KA2btyo5s2bS5J27typH374QTExMYqJidGoUaMqdCXfHTt2+Hw1fdOmTXXrrbee93mlpaV6+OGHlZSUpEmTJik0NNQ7Y1JSkt566y09/fTTiouLU+/evbV//35JUocOHfTMM89o0KBBqlGjhoYOHaqjR49e6CECYAmxAVwlli1bpunTpys/P19r167VQw895N12/fXX6/HHH1ft2rU1YMAA7+XW69evr7vuuks5OTnKycnRunXr9Pnnn5/3tRISErR161bv/aysLN15553nfd5rr72mffv2ac+ePVq6dKlat27t3bZjxw6lpqbq+++/1/bt23Xo0CG9+OKLkqRNmzapR48e+umnn5Sbm6tVq1ZpxowZFT42AOwiNoCrRElJiaTTFyFbsWKFRo4cKWOMtmzZoq+//lorVqzQ5s2bNXnyZO9zHnjgAX3zzTfauHGjpNMxMGjQoPO+1qBBg/Tuu+/qk08+0datWzVp0iQlJiZWaEZjjPbv36+5c+dq+vTp3hM98/LydOedd2rFihU6cuSIgoKCdOrUKUnS0qVLdc899yg7O1vHjx/32QagEvDvKSMALpcTJ06Yvn37mmrVqpmUlBTzyiuvmNDQULN7925z4403mtjYWBMSEmKqVKlihg4d6n3eokWLTEpKigkPDze33nqr+eWXXyr0enPnzjWNGzc2MTExpn///sbtdvtsL+8E0e3bt5v09HRTrVo106lTJzNixAiTmprq3f7ss8+aOnXqmKpVq5rbb7/d7Ny50xhjzPHjx83QoUNNfHy8iYiIML169TLFxcUXeaQAOI2rvgJXudmzZ2vevHl66623FB4ernXr1qlr167au3evoqKi/D0egCsAH6MAV7nbbrtNJ0+eVEpKiurUqaNHH31Ur7766u+GxvLly70njf72NnLkyMs4PYBAwDsbAC7YsWPHtHv37nK3RUZGKi4u7jJPBKAyIzYAAIBVfIwCAACsIjYAAIBVxAYAALCK2AAAAFYRGwAAwCpiAwAAWEVsAAAAq4gNAABg1f8D4AQ95HuBs3gAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LFmn16tWaNWtWtce4XC65XK66nhoAgPPe9ddfr4ULFyo1NVXl5eVKSkrS9OnT68XLumqqzmFjxYoVOnbsmHf7kUceUUZGxmmTFgAAqJmkpCQtXbrU12XUSZ3DRlxcXJXtsLAwxcTE1Nvv+gIAgHPrrMKGMeaUbbw9FABQn53udxhO5sR8sTYKAOCCcOLFV4cPH/ZxJf7lxHzV5cVhdb6NAgCAPwgKClJUVJT27NkjSQoNDVVAQICPq6q/jDE6fPiw9uzZo6ioKAUFBZ31WIQNAMAFo3nz5pLkDRw4s6ioKO+8nS3CBgDgghEQEKAWLVqoadOmOnr0qK/LqfdCQkLqdEXjBMIGAOCCExQU5MgvUdQMD4gCAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsKrWYWPfvn1KSkpSYWGhd9/777+vNm3aKDg4WB07dlRBQYGTNQIAAD9Wq7Cxd+9e9e3bt0rQ2LJli4YOHaqpU6dq586dat26te69916n6wQAAH6qVmEjOztb2dnZVfYVFBTo6aef1u23365mzZpp5MiRWrNmjaNFAgAA/xVcm85z585VmzZt9NBDD3n39e3bt0qfDRs2KDk52ZHiAACA/6tV2GjTps1p248cOaJp06ZpzJgxp+3n8Xjk8Xi82yUlJbUpAwAA+BFHv40yceJEhYWF6f777z9tvylTpigyMtL7iY+Pd7IMAABQjzgWNj799FPNmTNHCxcuVEhIyGn7TpgwQW632/spKipyqgwAAFDP1Oo2yqls3bpVd911l2bPnq2UlJQz9ne5XHK5XE6cGgAA1HN1Dhvl5eXq27evsrKyNGDAAJWVlUmSGjVqpICAgDoXCAAA/Fudb6MsWbJEBQUFmjdvnsLDw72f7du3O1EfAADwc2d1ZcMY4/3fWVlZVbYBAAD+FWujAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAq2odNvbt26ekpCQVFhZ69+Xn5ys9PV2NGzfWuHHjZIxxskYAAODHahU29u7dq759+1YJGh6PR/369dNVV12lNWvWaP369crJyXG4TAAA4K9qFTays7OVnZ1dZd/ixYvldrs1Y8YMtW3bVk8//bTmz5/vaJEAAMB/1SpszJ07V6NHj66yb926dcrIyFBoaKgkKS0tTevXrz/tOB6PRyUlJVU+AADg/FSrsNGmTZuT9pWUlCgpKcm7HRAQoKCgIB04cOCU40yZMkWRkZHeT3x8fG3KAAAAfqTO30YJDg6Wy+Wqsq9BgwY6fPjwKY+ZMGGC3G6391NUVFTXMgAAQD0VXNcBoqOjlZ+fX2VfaWmpLrroolMe43K5TgooAADg/FTnKxvp6elatWqVd7uwsFAej0fR0dF1HRoAAJwH6hw2unTpIrfbrQULFkiSpk6dqu7duysoKKjOxQEAAP9X59sowcHBmjt3ru68806NGzdOlZWV+vzzz52oDQAAnAfOKmz8+g2hWVlZ2rRpk9asWaNOnTopNjbWkeIAAID/q/OVjRNatWqlVq1aOTUcAAA4T7AQGwAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKxyLGy8+uqrSkhIUFhYmLp3767CwkKnhgYAAH7MkbCxZcsWPfbYY3rvvfe0fv16tW7dWkOGDHFiaAAA4OccCRtr165VRkaGrrzySiUkJGjo0KHauHGjE0MDAAA/50jYSElJ0bJly7R27Vq53W7NnDlTPXr0cGJoAADg54KdGCQlJUW33nqrrrzySklSUlKSvvnmm1P293g88ng83u2SkhInygAAAPWQI1c2Vq1apf/7v//TN998o9LSUt1xxx3q3bu3jDHV9p8yZYoiIyO9n/j4eCfKAAAA9VCAOVUiqIUxY8YoMDBQ06dPlyQZYxQTE6OlS5eqQ4cOJ/Wv7spGfHy83G63IiIi6loO/MGkSIfHczs7HgDgjEpKShQZGXnG39+O3EY5duyYDhw44N0uLS3VoUOHVFlZWW1/l8sll8vlxKkBAEA950jYuOaaazRs2DD993//t5o1a6aXXnpJzZo1U1pamhPDAwAAP+ZI2Bg4cKA2bNig5557Tj/++KNSU1P1zjvvKCQkxInhAQCAH3PkmY26quk9H5xHeGYDAPxeTX9/szYKAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKithY/z48erXr5+NoQEAgJ8JdnrA/Px8zZo1S2vXrnV6aAAA4IccvbJhjNHw4cP10EMPqW3btk4ODQAA/JSjYWPevHnKzc1VUlKSPvzwQx09etTJ4QEAgB9yLGyUlZVp4sSJateunYqLizVjxgx16dJFFRUVJ/X1eDwqKSmp8gEAAOcnx8LGO++8o0OHDmnZsmV6/PHH9cknn+jgwYNasGDBSX2nTJmiyMhI7yc+Pt6pMgAAQD3jWNgoLi5Wx44dFR0dLUkKDg5WWlqatm3bdlLfCRMmyO12ez9FRUVOlQEAAOoZx76NEh8fr/Ly8ir7tm/fruuuu+6kvi6XSy6Xy6lTAwCAesyxKxt9+vRRQUGB5syZo+LiYr3wwgvKzc1Vr169nDoFAADwQ46FjejoaH388cd69dVXdfHFF+u5557TG2+8ocTERKdOAQAA/JCjL/XKyMjQypUrnRwSAAD4OdZGAQAAVhE2AACAVYQNAABgFWEDAABYRdgAAABWETYAAIBVhA0AAGAVYQMAAFhF2AAAAFYRNgAAgFWEDQAAYBVhAwAAWEXYAAAAVhE2AACAVYQNAABgFWEDAABYRdgAAABWBfu6AFsSx3/k+JiFU/s4PiYAAOc7rmwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCorYaNXr17KycmxMTQAAPAzjoeN119/XUuWLHF6WAAA4KccDRv79+/X2LFjdckllzg5LAAA8GPBTg42duxY3XTTTSovL3dyWAAA4Mccu7KxfPlyLV26VM8888wZ+3o8HpWUlFT5AACA85MjVzYqKio0fPhwzZ49WxEREWfsP2XKFE2ePNmJUwMA6ptJkQ6P53Z2PJxzjlzZePLJJ5Wenq4+ffrUqP+ECRPkdru9n6KiIifKAAAA9ZAjVzYWLlyon3/+WVFRUZKkw4cPa9GiRVq9erVmzZp1Un+XyyWXy+XEqQEAQD3nSNhYsWKFjh075t1+5JFHlJGRoSFDhjgxPAAA8GOOhI24uLgq22FhYYqJiVFMTIwTwwMAAD/m6FdfT+DtoQAA4ATWRgEAAFYRNgAAgFWEDQAAYBVhAwAAWEXYAAAAVhE2AACAVYQNAABgFWEDAABYRdgAAABWETYAAIBVhA0AAGAVYQMAAFhF2AAAAFYRNgAAgFWEDQAAYBVhAwAAWEXYAAAAVgX7ugC/MinSwphu58d0WOL4jxwfs7CB40MCAOoprmwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrHwsb777+vNm3aKDg4WB07dlRBQYFTQwMAAD/mSNjYsmWLhg4dqqlTp2rnzp1q3bq17r33XieGBgAAfi7YiUEKCgr09NNP6/bbb5ckjRw5Ur169XJiaAAA4OccCRt9+/atsr1hwwYlJyc7MTQAAPBzjoSNf3XkyBFNmzZNY8aMOWUfj8cjj8fj3S4pKXG6DAAAUE84HjYmTpyosLAw3X///afsM2XKFE2ePNnpUwP1XuL4jxwdr3BqH0fH8xdOz6N04c4lcC44+tXXTz/9VHPmzNHChQsVEhJyyn4TJkyQ2+32foqKipwsAwAA1COOXdnYunWr7rrrLs2ePVspKSmn7etyueRyuZw6NQAAqMccCRvl5eXq27evsrKyNGDAAJWVlUmSGjVqpICAACdOAQAA/JQjt1GWLFmigoICzZs3T+Hh4d7P9u3bnRgeAAD4MUeubGRlZckY48RQAADgPMPaKAAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAqmBfFwCgDiZFWhjT7fyY/uACncvE8R85PmZhA8eHhJ/jygYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACrCBsAAMAqwgYAALCKsAEAAKwibAAAAKsIGwAAwCrCBgAAsIqwAQAArCJsAAAAqxwLG/n5+UpPT1fjxo01btw4GWOcGhoAAPgxR8KGx+NRv379dNVVV2nNmjVav369cnJynBgaAAD4OUfCxuLFi+V2uzVjxgy1bdtWTz/9tObPn+/E0AAAwM8FOzHIunXrlJGRodDQUElSWlqa1q9ff8r+Ho9HHo/Hu+12uyVJJSUlTpQjSTruOezYWCeUBFi4NeTgn9kWv5hLP5hHyfm55GfSOcylcy7U/74vRCd+b5/p0YkA48DDFWPHjlVFRYVmzpzp3RcbG6uNGzeqcePGJ/WfNGmSJk+eXNfTAgCAeqCoqEhxcXGnbHfkykZwcLBcLleVfQ0aNNDhw4erDRsTJkzQww8/7N0+fvy49u/fryZNmiggIMCJkhxXUlKi+Ph4FRUVKSIiwtfl+DXm0hnMo3OYS+cwl87wl3k0xqi0tFQtW7Y8bT9HwkZ0dLTy8/Or7CstLdVFF11UbX+Xy3VSOImKinKiFOsiIiLq9f/x/oS5dAbz6Bzm0jnMpTP8YR4jIyPP2MeRB0TT09O1atUq73ZhYaE8Ho+io6OdGB4AAPgxR8JGly5d5Ha7tWDBAknS1KlT1b17dwUFBTkxPAAA8GOOPbMxd+5c3XnnnRo3bpwqKyv1+eefOzF0veFyufTEE0+cdPsHtcdcOoN5dA5z6Rzm0hnn2zw68m2UE3bu3Kk1a9aoU6dOio2NdWpYAADgxxwNGwAAAL/GQmwAAMAqwgYAALCKsAEAAKwibAAAAKsIG4Afc7vdKi0t9XUZfq+srEybNm1SRUWFr0vxe3l5eVq7dq0qKyt9XYrfmjVrlsrKynxdhqMIG/C5HTt2+LqEem/RokVKTExUVFSU7rnnHpWUlOjmm29WdHS0GjdurD59+mjfvn2+LtMvXHzxxTp06JCkXxaP6t27t6KionTJJZcoPDxc999/v8rLy31cZf23fft2XXfddYqLi9OwYcO0b98+/du//Zuuv/56derUScnJycrNzfV1mX5p4sSJ2r9/v6/LcBRhoxo7duyo0QdntmHDBnXu3FkNGzbU5Zdfrjlz5lT5F8+hQ4eUlJTkwwrrv3379mnYsGF66qmntGLFCh07dkzt27dXaWmptm/frqKiIsXGxuqBBx7wdal+YfPmzd6fwfvvv1/BwcHaunWrDh48qMWLF+vLL7/UY4895uMq67/77rtPbdu21ZtvvqmKigp17NhRPXv21N69e/XTTz8pKSlJ9913n6/L9Evn5RspDE6SlJRkAgMDTWBgoAkICKj2ExgY6Osy/UJGRoa5/fbbzfLly83s2bNNcnKyueKKK8w///lPY4wxZWVlJiAgwMdV1m9fffWVufLKK73bR44cMdHR0SY3N9e7r6ioyERGRvqgOv8TGBhoSkpKjDHGNGzY0BQWFlZpX7p0qWndurUPKvMvYWFhpqioyBhjzMGDB01gYKA5dOiQt33hwoXG5XL5qjy/FhUVZbZv3+7rMhzFlY1qfPvtt+rYsaOee+45HT9+vNoP9yNrZs2aNfrzn/+sbt26acSIEVq/fr26d++ujh076o033pAkBQQE+LjK+u2SSy7Rtm3bVFBQIEkKCQnR8uXL9Zvf/Mbb5+OPP1arVq18VaJfMcboq6++0uHDh9WqVauTbj+FhITwHEwNREdHe+du27ZtMsZ4f0Yl6aefflKLFi18VR7qG1+nnfpq7969pnv37mbbtm2+LsWvtWnTxrz99tsn7f/kk09M06ZNzfDhw7lKVAN//etfTWxsrFm4cOFJbePGjTMRERHmk08+8UFl/mfUqFGmU6dOJiIiwoSHh5vMzExv26JFi0y7du3Mo48+6sMK/cOCBQtMQkKCGThwoImNjTUjRowwcXFx5pFHHjGDBw82jRo1Mn/84x99XaZfOh+vbPC6clj1/vvva9iwYZoyZYruv//+Km1bt25V3759tWHDBq4U1cCJb57ExcVV2b98+XK1b9+ef0XWUmVlpfLy8lRQUKA777xTkjR27Fh16NBBgwcP9nF1/mHr1q1au3atUlJSdOmll2rVqlVatGiRjh07pmuuuUYDBw70dYl+6aabbtLcuXP1448/qrKyUmlpaf6/irqv044/mDlzpiktLfV1GX5ry5Yt5sMPP6y2rby83Lz33nvnuCL/x8+kc5hLZzCPZ6+wsNB069bNtGrVygwdOtT8/PPPJj093TRp0sQ0aNDAJCYmmrVr1/q6zDrhykYNREdHKzc3VwkJCb4uxe/NmjVLd999t8LCwnxdil/jZ9I5zKUzmMez17NnTyUkJGjo0KGaOXOmVq9erezsbD311FMqKSlRVlaWSktL9e233/q61LMW7OsC/AF5zDkTJ05U3759CRt1xM+kc5hLZzCPZ+/rr7/W//zP/yguLk6pqamKjo7Wo48+KkmKiIjQfffdp6FDh/q4yrrh2yg4p/gLCQCquhC+2cOVDQAAfOipp55S//79lZmZqWXLlmn48OHKyspSdna2fvrpJ73zzjv6wx/+4Osy64QrGwAA+NDgwYO1fPly3Xbbbfr88881e/ZsvfXWW6qsrFRUVJTmz5+vxx9/3Ndl1glXNmqgW7duCgwM1L59+xQdHc1LqOBz3bp1U8OGDavs27FjBw/nnYUTc+l2uxUYGKjw8HBfl+SXTvw9uWnTJsXHx6tBgwa+LsmvtGnTRm3atPFuZ2RkKCMjw4cVOYsrG6fwyiuvqHPnzmrSpIlWrlzpXVgoLCxMAwYMqHI/DTVX3S9JnNmv15jp2bOnoqOjve2sMVNzv17U7pVXXtHw4cNZ1K6Wfr2gncfjUWJiIgvaoVqEjWr84Q9/0Ntvv62ZM2dq37592rNnj3bs2KEDBw7ohx9+UIsWLdS1a1f+QjoL7777rmJjY31dht8ZMmSIWrZsqcWLF+uBBx7QjBkzlJ6erg0bNnj78PDtmbGonXN+vaBdSEgIC9rhlHjPRjWaNGmiNWvWnPZfis2bN9e8efPUr1+/c1iZ/6np6rhc/j+9kJAQ7dq1yxvUjh49qscee0xz587VnDlz1K9fP0VERPAm1jP4+uuvNWrUKH333XeSfpnH5s2ba9myZd61ZoqLi5WamqqDBw/6sNL6LygoSAcPHlR4eLhCQ0NVUFCg1q1be9uXLVumYcOGqbCw0HdFot7gmY1qtG3bVtOmTdP06dOrve/42muvqbS0VFdffbUPqvMv3bp10/bt2yWd+l/eAQEB/JI8g4SEBH3xxRe65ZZbJP0SPp599ln16NFDgwYN0meffebbAv3Evy5qd+mll3oXtUtLS/P2YVG7mjH/b0G7zp07exe0+9ewwYJ2qMIn7y2t577//nuTlJRkmjRpYvr06WNGjRplxo4da+6++27Trl0706xZM16xXUN79+41mZmZ5oUXXvB1KX7tvffeM9HR0eYvf/nLSW1btmwxl156KQva1RCL2jmDBe1QG9xGOYUjR47ob3/7m/Ly8lRSUqLg4GBFR0crPT1dXbp08f9Fcc6hffv2KTs7W/PmzVNiYqKvy/FbW7duVUFBgfr06XNSW0VFhZYsWaIBAwb4oDL/w6J2zmFBO9QEYQMAAFjFt1EAAIBVhA0AAGAVYQMAAFhF2ADgEzk5OerWrZuvywBwDhA2AACAVYQNAABgFWEDuICsWLFCHTp0UGhoqNLT05Wfny9JysvLU2pqqmJiYvTwww+rffv2evHFFyX98kbNyy+/XFFRUbr33nvl8XhqdK6//vWvateunSIjI5WdnS23212j4+bMmaP4+HiFh4crKyurylsop02bphYtWigiIkJ33HGHtxZjjMaOHauYmBg1btxYo0ePZq0YoD7x5RvFAJw7lZWVpmnTpuapp54yP/74o3nwwQdNr169jDHGZGZmmqefftqsW7fOREREmK+++srs37/fbN682Vx00UVm/vz5ZvPmzaZDhw7mySefPOO5vvrqK9OoUSPzwQcfmG3btplu3bqZ0aNHV+nz8ssvm65du1bZl5eXZ4KCgsynn35qioqKTGZmppk6daoxxpiCggITFBRkPv/8c7Np0yZz9dVXmzlz5hhjjFm8eLFp3Lixyc3NNfn5+SY+Pt58/PHHdZ80AI5gbRTgArJu3TpFRkYqLy9PpaWl2rhxoyQpNzdXOTk5uvjii5WSkqLCwkJlZmZq5syZuuKKKzRs2DBJ0ogRIzR//nxNnDjxtOd5+eWXNXjwYO9ChXPmzNGuXbvOWF+7du20e/duhYSEaPXq1TLGeGs8sU6Rx+NRQkKCvvnmG+9xDRs21PHjx+XxeJSamqrCwkIFBATUfoIAWMFtFOACERgYqBkzZqhVq1Z64IEH5Ha7vQvgJScn6+uvv9b+/fu1adMmpaSkSJJ27typf/zjH4qKilJUVJTGjh1bo5V8i4uLq7ya/pJLLtF11113xuPKy8t17733KjExUVOmTFFwcLC3xsTERL300ksaP368mjRpooEDB2rv3r2SpK5du+rRRx/V0KFDFRMTo+HDh+vw4cO1nSIAlhA2gAvEZ599ptmzZ6ugoEBr1qzRPffc42277LLL9OCDD6p58+a6++67vcutx8XFqX///srNzVVubq7WrVunTz/99Iznio+P17Zt27zby5cv14033njG455//nn9/PPP+umnn7Rs2TJlZmZ624qLi5WWlqbvvvtOO3bs0IEDB/Tkk09KkjZv3qx+/frphx9+UH5+vlatWqU5c+bUeG4A2EXYAC4QZWVlkn5ZhGzlypV6+OGHZYzR1q1b9cUXX2jlypXasmWLZsyY4T3mjjvu0IoVK7Rp0yZJv4SBoUOHnvFcQ4cO1WuvvaYPP/xQ27Zt05QpU5SQkFCjGo0x2rt3rxYuXKjZs2d7H/Rcv369brzxRq1cuVKHDh1SQECAjh8/LklatmyZbrnlFq1du1ZHjhyp0gagHvDtIyMAzpWjR4+aO++80zRq1MikpqaaadOmmeDgYLN7925zxRVXmOjoaBMUFGQaNGhghg8f7j1u8eLFJjU11YSGhprrrrvObNy4sUbnW7hwoUlOTjZRUVFm8ODBxu12V2mv7gHRHTt2mIyMDNOoUSPTvXt3M3r0aJOWluZtf/zxx02LFi1Mw4YNzQ033GB27txpjDHmyJEjZvjw4SY2NtaEhYWZm2++2ZSWlp7lTAFwGqu+Ahe4+fPna9GiRXrppZcUGhqqdevWqXfv3tqzZ48iIiJ8XR6A8wC3UYAL3PXXX69jx44pNTVVLVq00MiRIzV9+vTTBo0vv/zS+9Dorz8PP/zwOawegD/gygaAWquoqNDu3burbQsPD1eTJk3OcUUA6jPCBgAAsIrbKAAAwCrCBgAAsIqwAQAArCJsAAAAqwgbAADAKsIGAACwirABAACsImwAAACr/j+r6hfUs6Vo3QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hot_cat = df_merge.groupby('cat_id')['buy_mount'].count().sort_values(ascending=False).head(8)\n",
    "fig = plt.figure(figsize=(15, 10) )\n",
    "\n",
    "i = 0\n",
    "for x in hot_cat.index:\n",
    "    boy_gril_cat = pd.concat((df_merge.query(f'cat_id=={x} and gender==0').groupby('age_class',observed=False)['buy_mount'].sum(), df_merge.query(f'cat_id=={x} and gender==1').groupby('age_class',observed=False)['buy_mount'].sum()), axis=1)\n",
    "    boy_gril_cat.columns = ['boy', 'gril']\n",
    "    i = i+1\n",
    "    #ax = fig.add_subplot(4, 2, i)\n",
    "    #plt.bar(boy_gril_cat.index, boy_gril_cat['gril'])\n",
    "    boy_gril_cat.plot.bar(title=x)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "fee86288-d119-46af-bbae-5d0e1e5dc681",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 取销量热门的8个小类。按年龄进行分组，观察男孩、女孩的购物需求，有着明显区别。此处还需要进一步分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "23d0fc2d-b940-4a73-8c9b-d348927dcac4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age_class\n",
       "0-1    519\n",
       "1-2    322\n",
       "2-3    158\n",
       "3-5    174\n",
       "5-8     77\n",
       "8-       6\n",
       "Name: buy_mount, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge.groupby('age_class',observed=False)['buy_mount'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "bab445f0-ebb8-4013-b79d-fb4d5cc1f589",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'sales'}, xlabel='age_class'>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp = df_merge.query(f\"cat_id in ({hot_cat.index.tolist()})\").groupby(['age_class', 'cat_id'],observed=False)['buy_mount'].sum()\n",
    "#display(temp)\n",
    "\n",
    "temp.to_frame().reset_index().pivot(index='age_class', columns='cat_id', values='buy_mount' ).plot.bar(width=0.8, figsize=(20,5), title='sales')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "935b2bad-7e3f-4669-b3e0-1cfc33869c58",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 可以看出50018831在1岁内儿童的销售量非常高， 而50010558在1-2岁的销量也比较高， 50013636在全年龄段的销量都不错"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4561eeb6-f0c5-4fbb-b621-80fab3a3aec7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
